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Tm /Ty2 1 Tf [ (heuristic) -563 (search) -564 (and) -563 (e) 25 (v) 25 (aluates)
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Tm /Ty2 1 Tf [ (latter) -341 (relax) 15 (es) -341 (the) -341 (search) -340
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ET BT 9.9626 0 0 9.9626 308.862 674.172 Tm /Ty2 1 Tf [ (duces) -511 (dif)
25 (ferential) -510 (and) -511 (learnable) -510 (architecture) -511 (parameters.)
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Tf [ (Differ) 18 (entiable) -468 (Ar) 18 (chitectu) 1 (r) 17 (e) -467 (Sear)
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-244 (netw) 10 (ork) -245 (weights) ] TJ ET BT 9.9626 0 0 9.9626 308.862 598.756
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-218 (in) -218 (the) -219 (trai) 1 (ning) -219 (and) -218 (v) 25 (ali-) ]
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Tm /Ty2 1 Tf [ (].) -302 (It) -228 (has) -227 (searched) -227 (competiti)
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-352 (papers) -351 (pointed) -352 (out) -352 (D) 40 (AR) 60 (TS-) ] TJ ET
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(phe-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 212.506 Tm /Ty2 1 Tf [ (nomenon)
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1 Tf [ (ef) 25 (fecti) 25 (v) 15 (ely) -279 (than) -279 (architecture) -279
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Tm /Ty2 1 Tf [ (mentation) -395 (in) -395 (the) -395 (search) -394 (phase.)
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(we) ] TJ ET BT 9.9626 0 0 9.9626 50.112 686.127 Tm /Ty2 1 Tf [ (gi) 25 (v)
15 (e) -410 (theoretical) -411 (insights) -410 (about) -410 (bi-le) 25 (v)
15 (el) -410 (optimization) -411 (from) ] TJ ET BT 9.9626 0 0 9.9626 50.112 674.172
Tm /Ty2 1 Tf [ (the) -350 (perspecti) 25 (v) 15 (e) -350 (of) -350 (optimization,)
-374 (on) -350 (the) -350 (basis) -350 (of) -350 (which) -350 (we) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 662.217 Tm /Ty2 1 Tf [ (propose) -250 (a) -250
(single-le) 25 (v) 15 (el) -250 (method,) -250 (Single-D) 40 (AR) 60 (TS.)
] TJ ET BT 11.9552 0 0 11.9552 50.112 637.293 Tm /Ty1 1 Tf [ (3.) -250 (Irr)
18 (e) 15 (v) 10 (ersible) -250 (Collapse) -250 (in) -250 (D) 35 (AR) 40 (TS)
] TJ ET BT 9.9626 0 0 9.9626 62.067 618.026 Tm /Ty2 1 Tf [ (In) -292 (this)
-291 (section,) -302 (we) -292 -292 (re) 25 (vie) 25 (w) -291 (the)
-292 (Dif) 25 (ferentiable) -292 (Archi-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 606.071
Tm /Ty2 1 Tf [ (tecture) -264 (Search) -265 (\(D) 40 (AR) 60 (TS\)) -264 (frame)
25 (w) 10 (ork.) -353 (Then) -264 (we) -264 (propose) -265 (that) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 594.116 Tm /Ty2 1 Tf [ (the) -250 (performance)
-250 (collapse) -250 (in) -250 (D) 40 (AR) 60 (TS) -250 (is) -250 (irre) 25
(v) 15 (ersible.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 565.733 Tm /Ty1 1 Tf
[ (Pr) 18 (eliminary) -946 (of) -945 (D) 35 (AR) 40 (TS) ] TJ ET BT 9.9626 0 0 9.9626 171.518 565.733
Tm /Ty2 1 Tf [ (Dif) 25 (ferentiable) -946 (Architecture) ] TJ ET BT 9.9626 0 0 9.9626 50.112 553.778
Tm /Ty2 1 Tf [ (Search) -593 (\(D) 40 (AR) 60 (TS\)) -593 (is) -593 (a) -593
(milestone) -593 (in) -594 (neural) -593 (architecture) ] TJ ET BT 9.9626 0 0 9.9626 50.112 541.823
Tm /Ty2 1 Tf [ (search.) -787 (Its) -409 (search) -409 (space) -409 (includes)
-409 (stacks) -409 (of) -409 (se) 25 (v) 15 (eral) -409 (cells,) ] TJ ET BT
9.9626 0 0 9.9626 50.112 529.868 Tm /Ty2 1 Tf [ (where) -483 (each) -483 (cell)
-484 (is) -483 (a) -483 (directed) -483 (ac) 15 (yclic) -484 (graph.) -1009
(Each) -484 (cell) ] TJ ET BT 9.9626 0 0 9.9626 50.112 517.912 Tm /Ty2 1 Tf
[ (consists) -415 (of) -415 (sequentia) 1 (l) -415 (nodes) -415 (where) -415
(node) ] TJ ET BT 9.9626 0 0 9.9626 222.103 517.912 Tm /Ty8 1 Tf (i) Tj ET
BT 9.9626 0 0 9.9626 229.667 517.912 Tm /Ty2 1 Tf [ (represents) -415 (the)
] TJ ET BT 9.9626 0 0 9.9626 50.112 505.957 Tm /Ty2 1 Tf [ (latent) -272 (feature)
-271 (map) ] TJ ET BT 9.9626 0 0 9.9626 125.178 505.957 Tm /Ty8 1 Tf (x) Tj
ET BT 6.9738 0 0 6.9738 130.872 509.573 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 134.189 505.957
Tm /Ty2 1 Tf [ (.) -375 (The) -271 (edge) -272 (from) -272 (node) ] TJ ET
BT 9.9626 0 0 9.9626 224.274 505.957 Tm /Ty8 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 230.413 505.957
Tm /Ty2 1 Tf [ (to) -272 (node) ] TJ ET BT 9.9626 0 0 9.9626 262.943 505.957
Tm /Ty8 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 270.322 505.957 Tm /Ty2 1 Tf (rep-)
Tj ET BT 9.9626 0 0 9.9626 50.112 494.002 Tm /Ty2 1 Tf [ (resents) -287 (a)
-286 (connection,) -296 (and) -287 (each) -287 (connection) -286 (is) -287
(one) -287 (operation) ] TJ ET BT 9.9626 0 0 9.9626 50.112 482.047 Tm /Ty2
1 Tf [ (from) -371 (candidate) -372 (operations) ] TJ ET BT 9.9626 0 0 9.9626 160.262 482.047
Tm /Ty22 1 Tf (O) Tj ET BT 9.9626 0 0 9.9626 168.011 482.047 Tm /Ty2 1 Tf
[ (:) -553 (con) 40 (v) 20 (olution,) -402 (pooling,) -402 (zero,) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 470.092 Tm /Ty2 1 Tf [ (skip-connect,) -319 (etc.)
-475 (Let) ] TJ ET BT 9.9626 0 0 9.9626 141.852 470.092 Tm /Ty8 1 Tf (o) Tj
ET BT 0.0002 Tc 6.9738 0 0 6.9738 146.681 473.707 Tm /Ty13 1 Tf (i,j) Tj 0
Tc ET BT 9.9626 0 0 9.9626 159.104 470.092 Tm /Ty2 1 Tf [ (denote) -305 (the)
-305 (operation) -305 (from) -306 (node) ] TJ ET BT 9.9626 0 0 9.9626 50.112 458.137
Tm /Ty8 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 56.85 458.137 Tm /Ty2 1 Tf (to)
Tj ET BT 9.9626 0 0 9.9626 67.907 458.137 Tm /Ty8 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 72.58 458.137
Tm /Ty2 1 Tf [ (.) -556 (The) -331 (output) -332 (of) -332 (each) -332 (intermediate)
-332 (node) -332 (is) -331 (computed) ] TJ ET BT 9.9626 0 0 9.9626 50.112 446.181
Tm /Ty2 1 Tf [ (based) -505 (on) -504 (all) -505 (of) -504 (its) -505 (predecessors:)
] TJ ET BT 9.9626 0 0 9.9626 197.401 446.181 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 203.095 444.687
Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 214.757 446.181 Tm /Ty12 1 Tf
(=) Tj ET BT 9.9626 0 0 9.9626 229.971 453.653 Tm /Ty24 1 Tf (!) Tj ET BT
0.0002 Tc 6.9738 0 0 6.9738 240.487 443.193 Tm /Ty13 1 Tf [ (i<) -1 (j) ]
TJ 0 Tc ET BT 9.9626 0 0 9.9626 255.391 446.181 Tm /Ty8 1 Tf (o) Tj ET BT
0.0002 Tc 6.9738 0 0 6.9738 260.22 449.797 Tm /Ty13 1 Tf (i,j) Tj 0 Tc ET
BT 9.9626 0 0 9.9626 269.602 446.181 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 273.477 446.181
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 279.171 444.687 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 282.488 446.181 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 50.112 434.226 Tm /Ty2 1 Tf [ (In) -522 (D) 40 (AR) 60 (TS,)
-522 (it) -523 (transforms) -522 (the) -522 (problem) -522 (of) -522 (searching)
-523 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 422.271 Tm /Ty2 1 Tf [ (best)
-416 (architecture) -417 (to) -416 (searching) -416 (the) -417 (best) -416
(operation) -416 (on) -417 (each) ] TJ ET BT 9.9626 0 0 9.9626 50.112 410.316
Tm /Ty2 1 Tf [ (connection.) -362 (D) 40 (AR) 60 (TS) -268 (mak) 10 (es) -267
(the) -267 (search) -268 (space) -267 (continuous) -268 (by) ] TJ ET BT 9.9626 0 0 9.9626 50.112 398.361
Tm /Ty2 1 Tf [ (relaxing) -236 (the) -236 (cate) 15 (gorical) -236 (choice)
-236 (of) -236 (a) -236 (particular) -237 (operation) -236 (to) -236 (a) ]
TJ ET BT 9.9626 0 0 9.9626 50.112 386.405 Tm /Ty2 1 Tf [ (weighted) -280 (sum)
-279 (o) 15 (v) 15 (er) -280 (all) -279 (possible) -280 (operations.) -398
(Let) ] TJ ET BT 9.9626 0 0 9.9626 241.224 386.405 Tm /Ty9 1 Tf (!) Tj ET
BT 0.0002 Tc 6.9738 0 0 6.9738 247.634 391.193 Tm /Ty13 1 Tf (i,j) Tj 0 Tc
ET BT 6.9738 0 0 6.9738 247.597 383.4 Tm /Ty13 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 259.802 386.405
Tm /Ty2 1 Tf (denote) Tj ET BT 9.9626 0 0 9.9626 50.112 374.45 Tm /Ty2 1 Tf
[ (architecture) -406 (parameter) -406 (with) -407 (operation) ] TJ ET BT
9.9626 0 0 9.9626 208.495 374.45 Tm /Ty8 1 Tf (o) Tj ET BT 6.9738 0 0 6.9738 213.324 372.956
Tm /Ty13 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 222.273 374.45 Tm /Ty2 1 Tf [
(between) -406 (node) ] TJ ET BT 9.9626 0 0 9.9626 282.93 374.45 Tm /Ty8 1
Tf (i) Tj ET BT 9.9626 0 0 9.9626 50.112 362.495 Tm /Ty2 1 Tf [ (and) -250
(node) ] TJ ET BT 9.9626 0 0 9.9626 88.847 362.495 Tm /Ty8 1 Tf (j) Tj ET
BT 9.9626 0 0 9.9626 93.52 362.495 Tm /Ty2 1 Tf [ (,) -250 (then) -250 (the)
-250 (output) -250 (of) -250 (this) -250 (connection) -250 (is) ] TJ ET BT
9.9626 0 0 9.9626 94.791 332.411 Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 94.314 332.411
Tm /Ty8 1 Tf (o) Tj ET BT 0.0002 Tc 6.9738 0 0 6.9738 99.143 330.917 Tm /Ty13
1 Tf (i,j) Tj 0 Tc ET BT 9.9626 0 0 9.9626 108.525 332.411 Tm /Ty12 1 Tf (\()
Tj ET BT 9.9626 0 0 9.9626 112.4 332.411 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 118.094 330.917
Tm /Ty13 1 Tf (i) Tj ET BT 0.2789 Tc 9.9626 0 0 9.9626 121.411 332.411 Tm
/Ty12 1 Tf (\)=) Tj 0 Tc ET BT 9.9626 0 0 9.9626 138.568 341.876 Tm /Ty24
1 Tf (") Tj ET BT 6.9738 0 0 6.9738 143.562 320.428 Tm /Ty13 1 Tf (k) Tj ET
BT 0.0006 Tc 9.9626 0 0 9.9626 165.701 339.302 Tm /Ty8 1 Tf (exp) Tj 0 Tc
ET BT 9.9626 0 0 9.9626 181.047 339.302 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 184.921 339.302
Tm /Ty9 1 Tf (!) Tj ET BT 0.0002 Tc 6.9738 0 0 6.9738 191.331 344.089 Tm /Ty13
1 Tf (i,j) Tj 0 Tc ET BT 6.9738 0 0 6.9738 191.294 336.296 Tm /Ty13 1 Tf (k)
Tj ET BT 9.9626 0 0 9.9626 200.714 339.302 Tm /Ty12 1 Tf (\)) Tj ET 0.398
w q 1 0 0 1 155.815 334.902 cm 0 0 m 58.66 0 l S Q BT 9.9626 0 0 9.9626 155.815 331.577
Tm /Ty24 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 166.331 321.116 Tm /Ty13 1 Tf
(k) Tj ET BT 4.9813 0 0 4.9813 170.734 323.109 Tm /Ty26 1 Tf (!) Tj ET BT
0.0006 Tc 9.9626 0 0 9.9626 175.588 324.105 Tm /Ty8 1 Tf (exp) Tj 0 Tc ET
BT 9.9626 0 0 9.9626 190.933 324.105 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 194.807 324.105
Tm /Ty9 1 Tf (!) Tj ET BT 0.0002 Tc 6.9738 0 0 6.9738 201.217 328.893 Tm /Ty13
1 Tf (i,j) Tj 0 Tc ET BT 6.9738 0 0 6.9738 201.18 321.1 Tm /Ty13 1 Tf (k)
Tj ET BT 4.9813 0 0 4.9813 205.584 323.092 Tm /Ty26 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 210.6 324.105
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 215.67 332.411 Tm /Ty8 1 Tf
(o) Tj ET BT 6.9738 0 0 6.9738 220.499 330.917 Tm /Ty13 1 Tf (k) Tj ET BT
9.9626 0 0 9.9626 225.401 332.411 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 229.275 332.411
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 234.969 330.917 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 238.286 332.411 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 274.746 332.411 Tm /Ty2 1 Tf (\(2\)) Tj ET BT 9.9626 0 0 9.9626 50.112 301.003
Tm /Ty2 1 Tf [ (where) -291 (it) -290 (adopts) -291 (softmax) -290 (function)
-291 (to) -291 (ha) 20 (v) 15 (e) -290 (weights) -291 (o) 15 (v) 15 (er) -291
(dif-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 289.048 Tm /Ty2 1 Tf [ (ferent)
-453 (operations.) -918 (The) -453 (output) -452 (of) -453 (one) -453 (intermediate)
-453 (node) ] TJ ET BT 9.9626 0 0 9.9626 50.112 277.093 Tm /Ty2 1 Tf [ (is)
-577 (computed) -578 (based) -577 (on) -577 (all) -578 (of) -577 (its) -577
(predecessors:) ] TJ ET BT 9.9626 0 0 9.9626 259.915 277.093 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 265.609 275.599 Tm /Ty13 1 Tf (j) Tj ET BT
9.9626 0 0 9.9626 278.613 277.093 Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 50.112 272.61
Tm /Ty24 1 Tf (!) Tj ET BT 0.0002 Tc 6.9738 0 0 6.9738 60.628 262.149 Tm /Ty13
1 Tf [ (i<) -1 (j) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 76.009 265.138 Tm /Ty12
1 Tf Tj ET BT 9.9626 0 0 9.9626 75.532 265.138 Tm /Ty8 1 Tf (o) Tj ET
BT 0.0002 Tc 6.9738 0 0 6.9738 80.361 263.643 Tm /Ty13 1 Tf (i,j) Tj 0 Tc
ET BT 9.9626 0 0 9.9626 89.743 265.138 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 93.618 265.138
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 99.312 263.643 Tm /Ty13 1 Tf (i)
Tj ET BT 9.9626 0 0 9.9626 102.629 265.138 Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 62.067 252.845
Tm /Ty2 1 Tf [ (Therefore,) -770 (D) 40 (AR) 60 (TS) -666 (needs) -666 (to)
-666 (optimize) -666 (the) -666 (netw) 10 (ork) ] TJ ET BT 9.9626 0 0 9.9626 50.112 240.89
Tm /Ty2 1 Tf (weights) Tj ET BT 9.9626 0 0 9.9626 84.438 240.89 Tm /Ty8 1
Tf (w) Tj ET BT 9.9626 0 0 9.9626 95.172 240.89 Tm /Ty2 1 Tf [ (and) -335
(the) -334 (architecture) -335 (parameters) ] TJ ET BT 9.9626 0 0 9.9626 225.793 240.89
Tm /Ty9 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 232.203 240.89 Tm /Ty2 1 Tf [
(.) -564 (D) 40 (AR) 60 (TS) -334 (re-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 228.935
Tm /Ty2 1 Tf [ (solv) 15 (es) -333 (this) -334 (problem) -333 (by) -334 (a)
-333 (bi-le) 25 (v) 15 (el) -333 (optimization) -334 (frame) 25 (w) 10 (ork,)
] TJ ET BT 9.9626 0 0 9.9626 50.112 216.979 Tm /Ty2 1 Tf [ (which) -322 (updates)
-321 (netw) 10 (ork) -322 (weights) -322 (on) -321 (the) -322 (train) -321
(set) -322 (and) -322 (archi-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 205.024
Tm /Ty2 1 Tf [ (tecture) -249 (parameters) -249 (on) -249 (the) -249 (v) 25
(alidation) -248 (set:) ] TJ ET BT 9.9626 0 0 9.9626 211.983 205.024 Tm /Ty20
1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 220.286 203.53 Tm /Ty14 1 Tf (!) Tj ET
BT 9.9626 0 0 9.9626 225.963 205.024 Tm /Ty16 1 Tf (L) Tj ET BT 0.0364 Tc
6.9738 0 0 6.9738 232.835 203.53 Tm /Ty13 1 Tf [ (va) 36 (l) ] TJ 0 Tc ET
BT 9.9626 0 0 9.9626 244.449 205.024 Tm /Ty12 1 Tf (\() Tj ET BT 0.0047 Tc
9.9626 0 0 9.9626 248.324 205.024 Tm /Ty9 1 Tf (!) Tj /Ty8 1 Tf [ (,) -162
(w) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 266.562 208.64 Tm /Ty11 1 Tf (!) Tj
ET BT 6.9738 0 0 6.9738 266.294 202.561 Tm /Ty14 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 271.971 205.024
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 278.613 205.024 Tm /Ty20 1 Tf
(") Tj ET BT 9.9626 0 0 9.9626 50.112 193.069 Tm /Ty20 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 58.414 191.575
Tm /Ty14 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 64.092 193.069 Tm /Ty16 1 Tf
(L) Tj ET BT 0.0364 Tc 6.9738 0 0 6.9738 70.963 191.575 Tm /Ty13 1 Tf [ (va)
36 (l) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 82.578 193.069 Tm /Ty12 1 Tf (\()
Tj ET BT 0.0047 Tc 9.9626 0 0 9.9626 86.452 193.069 Tm /Ty9 1 Tf (!) Tj /Ty8
1 Tf [ (,) -162 (w) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 106.904 193.069 Tm /Ty20
1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 116.867 193.069 Tm /Ty9 1 Tf (") Tj ET
BT 9.9626 0 0 9.9626 121.684 193.069 Tm /Ty20 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 129.986 191.575
Tm /Ty13 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 136.435 193.069 Tm /Ty16 1 Tf
(L) Tj ET BT 0.0006 Tc 6.9738 0 0 6.9738 143.307 191.575 Tm /Ty13 1 Tf [ (tr)
-31 (ain) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 162.793 193.069 Tm /Ty12 1 Tf
(\() Tj ET BT 0.0047 Tc 9.9626 0 0 9.9626 166.667 193.069 Tm /Ty9 1 Tf (!)
Tj /Ty8 1 Tf [ (,) -162 (w) ] TJ 0 Tc ET BT 0.0009 Tc 9.9626 0 0 9.9626 184.906 193.069
Tm /Ty12 1 Tf (\)\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 192.655 193.069 Tm /Ty2
1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 50.112 164.686 Tm /Ty1 1 Tf [ (Irr) 18
(e) 15 (v) 10 (ersible) -191 (P) 20 (erf) 25 (ormance) -192 (Collapse) ] TJ
ET BT 9.9626 0 0 9.9626 205.218 164.686 Tm /Ty2 1 Tf [ (Pre) 25 (vious) -191
(w) 10 (orks) -192 (ha) 20 (v) 15 (e) ] TJ ET BT 9.9626 0 0 9.9626 50.112 152.731
Tm /Ty2 1 Tf [ (un) 40 (v) 15 (eiled) -450 (that) -450 (it) -450 (is) -450
(easy) -450 (for) -450 (D) 40 (AR) 60 (TS) -450 (to) -450 (con) 40 (v) 15
(er) 18 (ge) -450 (to) -450 (non-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 140.776
Tm /Ty2 1 Tf [ (learnable) -374 (operations) -375 (lik) 10 (e) -374 (skip-connect,)
-406 (zero,) -405 (pooling,) -406 (etc.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 128.821
Tm /Ty2 1 Tf [ (As) -326 (a) -326 (result,) -344 (the) -326 (performance)
-326 (collapse) -326 (will) -325 (happen.) -538 (In) -326 (this) ] TJ ET BT
9.9626 0 0 9.9626 50.112 116.865 Tm /Ty2 1 Tf [ (paper) 40 (,) -251 (we) -252
(delv) 15 (e) -251 (deeper) -251 (into) -251 (this) -251 (situation.) -314
(As) -251 (sho) 25 (wn) -251 (in) -252 (Ap-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 104.91
Tm /Ty2 1 Tf [ (pendix) -285 (Figure) -284 (A-1,) -293 (we) -285 (train) -285
(D) 40 (AR) 60 (TS) -284 (in) -285 (the) -284 (tw) 10 (o) -285 (spaces) -285
(and) ] TJ ET BT 9.9626 0 0 9.9626 50.112 92.955 Tm /Ty2 1 Tf [ (plot) -332
(the) -332 (probability) -332 (curv) 15 (es) -332 (of) -332 (one) -332 (edge.)
-556 (At) -332 (one) -332 (point,) -353 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 81
Tm /Ty2 1 Tf [ (probability) -309 (of) -309 (non-learnable) -308 (operation)
-309 (starts) -309 (to) -309 (surpass) -309 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 710.037
Tm /Ty2 1 Tf [ (learnable) -400 (one.) -758 (Ho) 25 (we) 25 (v) 15 (er) 40
(,) -437 (for) -400 (this) -400 (edge,) -437 (the) -399 (ideal) -400 (choices)
] TJ ET BT 9.9626 0 0 9.9626 308.862 698.082 Tm /Ty2 1 Tf [ (are) -290 (actually)
-290 (learnable) -290 (operations,) -300 (and) -290 (non-learnable) -290 (opera-)
] TJ ET BT 9.9626 0 0 9.9626 308.862 686.127 Tm /Ty2 1 Tf [ (tions) -346 (will)
-347 (bring) -346 (about) -346 (disastrous) -347 (inuence) -346 (to) -346
(model) -347 (accu-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 674.172 Tm /Ty2
1 Tf [ (rac) 15 (y) 65 (.) -380 (Thus,) -279 (the) -273 (di) 25 (v) 15 (er)
18 (gence) -274 (between) -273 (them) -273 (becomes) -274 (increas-) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 662.217 Tm /Ty2 1 Tf [ (ingly) -254 (lar)
18 (ger) 40 (,) -255 (enabling) -254 (non-learnable) -254 (operations) -255
(to) -254 (dominate) ] TJ ET BT 9.9626 0 0 9.9626 308.862 650.261 Tm /Ty2
1 Tf [ (the) -268 (architecture) -268 (search.) -364 (Such) -268 (di) 25 (v)
15 (er) 18 (gence) -269 (also) -268 (indicates) -268 (that) ] TJ ET BT 9.9626 0 0 9.9626 308.862 638.306
Tm /Ty2 1 Tf [ (the) -250 (performance) -250 (collapse) -250 (is) -250 (irre)
25 (v) 15 (ersible.) ] TJ ET BT 11.9552 0 0 11.9552 308.862 612.766 Tm /Ty1
1 Tf [ (4.) -250 (Methodology) ] TJ ET BT 9.9626 0 0 9.9626 320.817 593.293
Tm /Ty2 1 Tf [ (In) -362 (this) -361 (section,) -390 (we) -361 (rstly) -362
(understand) -362 (D) 40 (AR) 60 (TS) -361 (from) -362 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 581.338
Tm /Ty2 1 Tf [ (perspecti) 25 (v) 15 (e) -291 (of) -291 (information) -292
(g) 5 (ain.) -433 (Then) -291 (we) -292 (theoretic) 1 (ally) -292 (an-) ]
TJ ET BT 9.9626 0 0 9.9626 308.862 569.383 Tm /Ty2 1 Tf [ (alyze) -333 (the)
-332 (bi-le) 25 (v) 15 (el) -333 (optimization) -332 (and) -333 (e) 15 (xplain)
-333 (the) -332 (collapse) -333 (in) ] TJ ET BT 9.9626 0 0 9.9626 308.862 557.428
Tm /Ty2 1 Tf [ (D) 40 (AR) 60 (TS.) -250 (At) -250 (last,) -250 (we) -250
(present) -250 (our) -250 (solution,) -250 (Single-D) 40 (AR) 60 (TS.) ] TJ
ET BT 10.9589 0 0 10.9589 308.862 535.872 Tm /Ty1 1 Tf [ (4.1.) -250 (Understanding)
-250 (D) 35 (AR) 40 (TS) ] TJ ET BT 9.9626 0 0 9.9626 320.817 517.396 Tm /Ty2
1 Tf [ (According) -195 (to) -196 (Eq.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 388.0745 517.396
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 393.0558 517.396
Tm /Ty2 1 Tf [ (,) -206 (we) -196 (consider) -195 (a) -196 (general) -195
(formulation) -196 (for) ] TJ ET BT 9.9626 0 0 9.9626 308.862 505.441 Tm /Ty2
1 Tf [ (the) -250 (connection) -250 (setting) -250 (in) -250 (D) 40 (AR) 60
(TS:) ] TJ ET BT 9.9626 0 0 9.9626 340.837 480.777 Tm /Ty8 1 Tf (f) Tj ET
BT 9.9626 0 0 9.9626 346.787 480.777 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 350.662 490.242
Tm /Ty24 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 356.447 469.023 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 366.712 480.777 Tm /Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 371.725 479.283
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 375.042 480.777 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 380.736 479.283 Tm /Ty13 1 Tf (i) Tj ET BT
9.9626 0 0 9.9626 384.053 480.777 Tm /Ty12 1 Tf (\)) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 387.927 480.777
Tm /Ty8 1 Tf [ (,w) 140 (h) 168 (e) 167 (r) 141 (e) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 421.205 490.242
Tm /Ty24 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 437.256 480.777 Tm /Ty8 1 Tf
(p) Tj ET BT 6.9738 0 0 6.9738 442.268 479.283 Tm /Ty13 1 Tf (i) Tj ET BT
0.2788 Tc 9.9626 0 0 9.9626 448.352 480.777 Tm /Ty12 1 Tf (=1) Tj 0 Tc ET
BT 9.9626 0 0 9.9626 463.85 480.777 Tm /Ty8 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 468.278 480.777
Tm /Ty12 1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 476.026 480.777 Tm /Ty20 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 486.542 480.777 Tm /Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 491.555 479.283
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 497.639 480.777 Tm /Ty20 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 508.155 480.777 Tm /Ty12 1 Tf (1) Tj ET BT
9.9626 0 0 9.9626 308.862 449.186 Tm /Ty2 1 Tf (where) Tj ET BT 9.9626 0 0 9.9626 335.661 449.186
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 341.355 447.692 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 347.132 449.186 Tm /Ty2 1 Tf [ (is) -247 (a)
-247 (set) -247 (of) -247 (input) -247 (v) 15 (ectors) -247 (and) -247 (i)
1 (ts) -247 (corresponding) -247 (loss) ] TJ ET BT 9.9626 0 0 9.9626 308.862 437.231
Tm /Ty2 1 Tf [ (function) -250 (about) -250 (one-hot) -250 (v) 15 (ector)
] TJ ET BT 9.9626 0 0 9.9626 429.349 437.231 Tm /Ty8 1 Tf (y) Tj ET BT 9.9626 0 0 9.9626 437.082 437.231
Tm /Ty2 1 Tf (is:) Tj ET BT 9.9626 0 0 9.9626 353.816 412.787 Tm /Ty16 1 Tf
(L) Tj ET BT 9.9626 0 0 9.9626 363.454 412.787 Tm /Ty12 1 Tf (=) Tj ET BT
9.9626 0 0 9.9626 373.97 412.787 Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 381.719 412.787
Tm /Ty8 1 Tf (y) Tj ET BT 6.9738 0 0 6.9738 386.961 416.901 Tm /Ty13 1 Tf
(T) Tj ET BT 9.9626 0 0 9.9626 394.898 412.787 Tm /Ty12 1 Tf [ (l) -0.8 (n)
-0.6 (\() -0.9 (s) -0.4 (of) -0.6 (t) -0.9 (m) -0.3 (ax) -0.8 (\() ] TJ ET
BT 9.9626 0 0 9.9626 445.32 412.787 Tm /Ty8 1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 451.27 412.787
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 455.144 422.252 Tm /Ty24 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 460.93 401.033 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 471.195 412.787
Tm /Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 476.208 411.293 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 479.524 412.787 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 485.218 411.293
Tm /Ty13 1 Tf (i) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 488.535 412.787 Tm
/Ty12 1 Tf (\)\)\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 533.496 412.787 Tm /Ty2
1 Tf (\(3\)) Tj ET BT 9.9626 0 0 9.9626 308.862 380.519 Tm /Ty2 1 Tf [ (W)
80 (e) -283 (denote) ] TJ ET BT 9.9626 0 0 9.9626 354.731 380.519 Tm /Ty12
1 Tf Tj ET BT 9.9626 0 0 9.9626 354.098 380.519 Tm /Ty8 1 Tf (x) Tj ET
BT 9.9626 0 0 9.9626 362.614 380.519 Tm /Ty2 1 Tf (as) Tj ET BT 9.9626 0 0 9.9626 373.735 387.991
Tm /Ty24 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 385.911 380.519 Tm /Ty8 1 Tf
(p) Tj ET BT 6.9738 0 0 6.9738 390.924 379.024 Tm /Ty13 1 Tf (i) Tj ET BT
9.9626 0 0 9.9626 394.241 380.519 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 399.934 379.024
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 403.251 380.519 Tm /Ty2 1 Tf
[ (.) -410 (If) -283 (model) -283 ] TJ ET BT 9.9626 0 0 9.9626 462.017 380.519
Tm /Ty8 1 Tf (y) Tj ET BT 9.9626 0 0 9.9626 470.081 380.519 Tm /Ty2 1 Tf (with)
Tj ET BT 9.9626 0 0 9.9626 490.617 380.519 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 496.311 379.024
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 502.45 380.519 Tm /Ty2 1 Tf [
(better) -283 (than) ] TJ ET BT 9.9626 0 0 9.9626 308.862 368.564 Tm /Ty8
1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 314.556 367.069 Tm /Ty13 1 Tf (j) Tj ET
BT 9.9626 0 0 9.9626 318.754 368.564 Tm /Ty2 1 Tf [ (,) -414 (it) -382 (means)
-381 (the) -382 (cross) -381 (entrop) 10 (y) -382 (between) ] TJ ET BT 9.9626 0 0 9.9626 475.347 368.564
Tm /Ty8 1 Tf (y) Tj ET BT 9.9626 0 0 9.9626 484.389 368.564 Tm /Ty2 1 Tf (and)
Tj ET BT 9.9626 0 0 9.9626 502.576 368.564 Tm /Ty8 1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 508.526 368.564
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 512.4 368.564 Tm /Ty8 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 518.094 367.069 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 521.411 368.564
Tm /Ty12 1 Tf (;) Tj ET BT 9.9626 0 0 9.9626 525.839 368.564 Tm /Ty9 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 530.792 368.564 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 538.467 368.564 Tm /Ty2 1 Tf (is) Tj ET BT 9.9626 0 0 9.9626 308.862 356.608
Tm /Ty2 1 Tf [ (smaller) -403 (than) ] TJ ET BT 9.9626 0 0 9.9626 363.371 356.608
Tm /Ty8 1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 369.321 356.608 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 373.196 356.608 Tm /Ty8 1 Tf (x) Tj ET BT
6.9738 0 0 6.9738 378.89 355.114 Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 383.087 356.608
Tm /Ty12 1 Tf (;) Tj ET BT 9.9626 0 0 9.9626 387.515 356.608 Tm /Ty9 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 392.469 356.608 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 396.343 356.608 Tm /Ty2 1 Tf [ (.) -768 (F) 15 (or) -403
(loss) -403 (function) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 480.9155 356.608
Tm /Ty2 1 Tf (3) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 485.8968 356.608
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 492.783 356.608 Tm /Ty8 1 Tf (p)
Tj ET BT 6.9738 0 0 6.9738 497.796 355.114 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 505.125 356.608
Tm /Ty2 1 Tf [ (should) -403 (be) ] TJ ET BT 9.9626 0 0 9.9626 308.862 344.653
Tm /Ty2 1 Tf [ (increased) -323 (f) 10 (aster) -322 (than) ] TJ ET BT 9.9626 0 0 9.9626 395.31 344.653
Tm /Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 400.322 343.159 Tm /Ty13 1 Tf
(j) Tj ET BT 9.9626 0 0 9.9626 407.736 344.653 Tm /Ty2 1 Tf (for) Tj ET BT
9.9626 0 0 9.9626 422.568 344.653 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 428.261 343.159
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 434.794 344.653 Tm /Ty2 1 Tf
[ (gets) -323 (more) -322 (information) -323 (g) 5 (ain) ] TJ ET BT 9.9626 0 0 9.9626 308.862 332.698
Tm /Ty2 1 Tf (than) Tj ET BT 9.9626 0 0 9.9626 329.209 332.698 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 334.903 331.204 Tm /Ty13 1 Tf (j) Tj ET BT
9.9626 0 0 9.9626 339.101 332.698 Tm /Ty2 1 Tf [ (.) -521 (Under) -320 (gradient)
-321 (descend) -320 (methods,) -338 (the) -320 (gradient) -320 (of) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 317.783 Tm /Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 313.874 316.289
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 319.785 317.783 Tm /Ty2 1 Tf
[ (is) -260 (smaller) -260 (than) ] TJ ET BT 9.9626 0 0 9.9626 380.694 317.783
Tm /Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 385.706 316.289 Tm /Ty13 1 Tf
(j) Tj ET BT 9.9626 0 0 9.9626 389.904 317.783 Tm /Ty2 1 Tf [ (.) -341 (Heuristically)
65 (,) ] TJ ET BT 6.9738 0 0 6.9738 452.915 321.706 Tm /Ty14 1 Tf (") Tj ET
BT 6.9738 0 0 6.9738 457.598 321.706 Tm /Ty10 1 Tf (L) Tj ET q 1 0 0 1 452.914 320.274
cm 0 0 m 10.205 0 l S Q BT 6.9738 0 0 6.9738 453.416 314.348 Tm /Ty14 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 458.587 314.348 Tm /Ty21 1 Tf Tj ET BT
6.9738 0 0 6.9738 458.1 314.348 Tm /Ty13 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 464.315 324.086
Tm /Ty13 1 Tf (T) Tj ET BT 9.9626 0 0 9.9626 470.591 317.784 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 474.465 317.784 Tm /Ty8 1 Tf (x) Tj ET BT
6.9738 0 0 6.9738 480.159 316.289 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 483.476 317.784
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 489.944 317.784 Tm /Ty6 1 Tf
[ (r) 37 (eect) -260 (the) -261 (ad-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 305.828
Tm /Ty6 1 Tf [ (vanta) 10 (g) 10 (e) -285 (of) -285 (input) ] TJ ET BT 9.9626 0 0 9.9626 376.957 305.828
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 382.651 304.334 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 385.968 305.828 Tm /Ty2 1 Tf [ (.) -415 (W)
80 (e) -285 (gi) 25 (v) 15 (e) -285 (the) -285 (formal) -285 (description)
-285 (as) -285 (fol-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 293.873 Tm /Ty2
1 Tf [ (lo) 25 (ws:) -582 (for) -386 (one) -386 (hot) -386 (random) -386 (v)
15 (ector) ] TJ ET BT 9.9626 0 0 9.9626 449.141 293.873 Tm /Ty8 1 Tf (y) Tj
ET BT 9.9626 0 0 9.9626 454.383 293.873 Tm /Ty2 1 Tf [ (,) -420 (function)
] TJ ET BT 9.9626 0 0 9.9626 498.107 293.873 Tm /Ty8 1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 504.057 293.873
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 507.931 293.873 Tm /Ty8 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 513.625 293.873 Tm /Ty12 1 Tf (;) Tj ET BT
9.9626 0 0 9.9626 518.053 293.873 Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 523.007 293.873
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 530.726 293.873 Tm /Ty2 1 Tf
(and) Tj ET BT 9.9626 0 0 9.9626 308.862 281.918 Tm /Ty2 1 Tf (loss) Tj ET
BT 9.9626 0 0 9.9626 328.681 281.918 Tm /Ty16 1 Tf (L) Tj ET BT 9.9626 0 0 9.9626 341.704 281.918
Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 355.603 281.918 Tm /Ty20 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 363.352 281.918 Tm /Ty8 1 Tf (y) Tj ET BT 6.9738 0 0 6.9738 368.594 285.533
Tm /Ty13 1 Tf (T) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 376.53 281.918 Tm /Ty12
1 Tf (ln\() Tj 0 Tc ET BT 9.9626 0 0 9.9626 388.707 281.918 Tm /Ty8 1 Tf (f)
Tj ET BT 9.9626 0 0 9.9626 394.657 281.918 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 398.531 289.39
Tm /Ty24 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 410.708 281.918 Tm /Ty8 1 Tf
(p) Tj ET BT 6.9738 0 0 6.9738 415.72 280.424 Tm /Ty13 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 420.622 281.918
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 426.316 280.424 Tm /Ty13 1 Tf
(k) Tj ET BT 9.9626 0 0 9.9626 431.218 281.918 Tm /Ty12 1 Tf (;) Tj ET BT
9.9626 0 0 9.9626 435.645 281.918 Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 440.599 281.918
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 444.474 281.918 Tm /Ty2 1 Tf
[ (,) -479 (if) ] TJ ET BT 9.9626 0 0 9.9626 462.143 281.918 Tm /Ty20 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 469.892 281.918 Tm /Ty8 1 Tf (y) Tj ET BT 6.9738 0 0 6.9738 475.134 285.533
Tm /Ty13 1 Tf (T) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 483.071 281.918 Tm
/Ty12 1 Tf (ln\() Tj 0 Tc ET BT 9.9626 0 0 9.9626 495.247 281.918 Tm /Ty8
1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 501.197 281.918 Tm /Ty12 1 Tf (\() Tj
ET BT 9.9626 0 0 9.9626 505.072 281.918 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 510.765 280.424
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 514.082 281.918 Tm /Ty12 1 Tf
(;) Tj ET BT 9.9626 0 0 9.9626 518.51 281.918 Tm /Ty9 1 Tf (#) Tj ET BT 0.0009
Tc 9.9626 0 0 9.9626 523.464 281.918 Tm /Ty12 1 Tf (\)\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 537.363 281.918
Tm /Ty20 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 308.862 269.963 Tm /Ty20 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 316.611 269.963 Tm /Ty8 1 Tf (y) Tj ET BT 6.9738 0 0 6.9738 321.853 273.578
Tm /Ty13 1 Tf (T) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 329.789 269.963 Tm
/Ty12 1 Tf (ln\() Tj 0 Tc ET BT 9.9626 0 0 9.9626 341.966 269.963 Tm /Ty8
1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 347.916 269.963 Tm /Ty12 1 Tf (\() Tj
ET BT 9.9626 0 0 9.9626 351.79 269.963 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 357.484 268.468
Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 361.682 269.963 Tm /Ty12 1 Tf
(;) Tj ET BT 9.9626 0 0 9.9626 366.11 269.963 Tm /Ty9 1 Tf (#) Tj ET BT 0.0009
Tc 9.9626 0 0 9.9626 371.063 269.963 Tm /Ty12 1 Tf (\)\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 378.812 269.963
Tm /Ty2 1 Tf [ (,) -559 (then) -497 (we) -497 (ha) 20 (v) 15 (e) ] TJ ET BT
6.9738 0 0 6.9738 451.025 273.885 Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 455.708 273.885
Tm /Ty10 1 Tf (L) Tj ET q 1 0 0 1 450.154 272.454 cm 0 0 m 11.946 0 l S Q
BT 0.0611 Tc 6.9738 0 0 6.9738 450.154 266.527 Tm /Ty14 1 Tf (") Tj /Ty13
1 Tf (p) Tj 0 Tc ET BT 4.9813 0 0 4.9813 458.944 265.531 Tm /Ty17 1 Tf (i)
Tj ET BT 9.9626 0 0 9.9626 470.621 269.963 Tm /Ty20 1 Tf ($) Tj ET BT 6.9738 0 0 6.9738 488.044 273.885
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 492.727 273.885 Tm /Ty10 1 Tf
(L) Tj ET q 1 0 0 1 486.89 272.454 cm 0 0 m 12.512 0 l S Q BT 0.0621 Tc 6.9738 0 0 6.9738 486.89 266.527
Tm /Ty14 1 Tf (") Tj /Ty13 1 Tf (p) Tj 0 Tc ET BT 4.9813 0 0 4.9813 495.681 265.531
Tm /Ty17 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 500.598 269.963 Tm /Ty2 1 Tf
[ (.) -1051 (Limited) ] TJ ET BT 9.9626 0 0 9.9626 308.862 256.772 Tm /Ty2
1 Tf [ (to) -410 (mathematical) -410 (tools,) -449 (we) -410 (consider) -410
(a) -410 (simplied) -410 (situation) ] TJ ET BT 9.9626 0 0 9.9626 308.862 244.817
Tm /Ty2 1 Tf (where) Tj ET BT 9.9626 0 0 9.9626 336.889 244.817 Tm /Ty8 1
Tf (f) Tj ET BT 9.9626 0 0 9.9626 342.839 244.817 Tm /Ty12 1 Tf (\() Tj ET
BT 9.9626 0 0 9.9626 346.714 244.817 Tm /Ty8 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 352.408 244.817
Tm /Ty12 1 Tf (;) Tj ET BT 9.9626 0 0 9.9626 356.835 244.817 Tm /Ty9 1 Tf
(#) Tj ET BT 0.5019 Tc 9.9626 0 0 9.9626 361.789 244.817 Tm /Ty12 1 Tf (\)=)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 383.385 244.817 Tm /Ty8 1 Tf (x) Tj ET BT
9.9626 0 0 9.9626 392.768 244.817 Tm /Ty2 1 Tf [ (to) -370 (gi) 25 (v) 15
(e) -371 (some) -370 (insight) -370 (and) -370 (we) -371 (conduct) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 232.861 Tm /Ty2 1 Tf [ (empirical) -340 (e) 15
(xperiments) -341 (to) -340 (v) 15 (erify) -341 (the) -340 (follo) 25 (wing)
-340 (theorems) -341 (in) ] TJ ET BT 9.9626 0 0 9.9626 308.862 220.906 Tm
/Ty2 1 Tf [ (deep) -250 (neural) -250 (netw) 10 (orks.) ] TJ ET BT 9.9626 0 0 9.9626 308.862 198.807
Tm /Ty1 1 Tf [ (Theor) 18 (em) -250 (4.1) ] TJ ET BT 9.9626 0 0 9.9626 367.342 198.807
Tm /Ty6 1 Tf [ (F) 105 (or) -1308 (input) -1308 (vector) 10 (s) ] TJ ET BT
9.9626 0 0 9.9626 469.489 198.807 Tm /Ty16 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 474.471 198.807
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 480.165 197.313 Tm /Ty13 1 Tf
(k) Tj ET BT 9.9626 0 0 9.9626 485.066 198.807 Tm /Ty16 1 Tf (}) Tj ET BT
9.9626 0 0 9.9626 490.048 198.807 Tm /Ty6 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 508.205 198.807
Tm /Ty16 1 Tf (L) Tj ET BT 9.9626 0 0 9.9626 537.363 198.807 Tm /Ty12 1 Tf
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0.0569 Tc 9.9626 0 0 9.9626 71.364 471.198 Tm /Ty9 1 Tf ($) Tj /Ty8 1 Tf (p)
Tj 0 Tc ET BT 6.9738 0 0 6.9738 82.22 469.704 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 88.946 478.032
Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 101.273 484.772 Tm /Ty9 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 107.116 484.772 Tm /Ty16 1 Tf (L) Tj ET q 1 0 0 1 100.104 480.523
cm 0 0 m 15.053 0 l S Q BT 0.0569 Tc 9.9626 0 0 9.9626 100.104 471.198 Tm
/Ty9 1 Tf ($) Tj /Ty8 1 Tf (p) Tj 0 Tc ET BT 6.9738 0 0 6.9738 110.959 469.704
Tm /Ty13 1 Tf (j) Tj ET BT 0.2788 Tc 9.9626 0 0 9.9626 119.12 478.032 Tm /Ty12
1 Tf (=\() Tj 0 Tc ET BT 9.9626 0 0 9.9626 133.51 487.497 Tm /Ty24 1 Tf (")
Tj ET BT 6.9738 0 0 6.9738 139.426 466.049 Tm /Ty13 1 Tf (l) Tj ET BT 9.9626 0 0 9.9626 149.561 478.032
Tm /Ty8 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 153.159 482.146 Tm /Ty13 1 Tf
(l) Tj ET BT 9.9626 0 0 9.9626 156.217 478.032 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 161.911 482.146
Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 161.911 475.569 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 167.441 478.032 Tm /Ty20 1 Tf (#) Tj ET BT
9.9626 0 0 9.9626 177.404 478.032 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 183.098 482.146
Tm /Ty21 1 Tf (0) Tj ET BT 6.9738 0 0 6.9738 183.098 475.569 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 187.567 478.032 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 193.656 478.032 Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 203.618 478.032
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 207.492 487.497 Tm /Ty24 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 213.408 466.049 Tm /Ty13 1 Tf (l) Tj ET BT
9.9626 0 0 9.9626 223.543 478.032 Tm /Ty8 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 227.141 482.146
Tm /Ty13 1 Tf (l) Tj ET BT 9.9626 0 0 9.9626 230.199 478.032 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 235.893 482.146 Tm /Ty13 1 Tf (l) Tj ET BT
6.9738 0 0 6.9738 235.893 475.569 Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 242.305 478.032
Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 252.267 478.032 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 257.961 482.146 Tm /Ty21 1 Tf (0) Tj ET BT
6.9738 0 0 6.9738 257.961 475.569 Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 262.431 478.032
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 105.998 450.607 Tm /Ty12 1 Tf
(=) Tj ET BT 9.9626 0 0 9.9626 116.514 460.072 Tm /Ty24 1 Tf (") Tj ET BT
6.9738 0 0 6.9738 122.429 438.624 Tm /Ty13 1 Tf (l) Tj ET BT 9.9626 0 0 9.9626 132.565 450.607
Tm /Ty8 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 136.162 454.721 Tm /Ty13 1 Tf
(l) Tj ET BT 9.9626 0 0 9.9626 139.22 450.607 Tm /Ty12 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 143.095 450.607 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 148.789 454.721
Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 148.789 448.144 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 154.319 450.607 Tm /Ty20 1 Tf (#) Tj ET BT
9.9626 0 0 9.9626 164.282 450.607 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 169.976 454.721
Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 169.976 448.144 Tm /Ty13 1 Tf
(j) Tj ET BT 9.9626 0 0 9.9626 174.174 450.607 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 180.262 450.607 Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 190.225 450.607
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 194.099 450.607 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 199.793 454.721 Tm /Ty21 1 Tf (0) Tj ET BT
6.9738 0 0 6.9738 199.793 448.144 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 206.476 450.607
Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 216.439 450.607 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 222.133 454.721 Tm /Ty21 1 Tf (0) Tj ET BT
6.9738 0 0 6.9738 222.133 448.144 Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 226.602 450.607
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 50.112 415.267 Tm /Ty6 1 Tf
[ (T) 92 (o) -212 (pr) 45 (o) 10 (ve) ] TJ ET BT 6.9738 0 0 6.9738 88.134 419.19
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 92.818 419.19 Tm /Ty10 1 Tf (L)
Tj ET q 1 0 0 1 87.263 417.758 cm 0 0 m 11.946 0 l S Q BT 0.0621 Tc 6.9738 0 0 6.9738 87.263 411.832
Tm /Ty14 1 Tf (") Tj /Ty13 1 Tf (p) Tj 0 Tc ET BT 4.9813 0 0 4.9813 96.054 410.836
Tm /Ty17 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 103.173 415.267 Tm /Ty20 1 Tf
($) Tj ET BT 6.9738 0 0 6.9738 116.038 419.19 Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 120.721 419.19
Tm /Ty10 1 Tf (L) Tj ET q 1 0 0 1 114.884 417.758 cm 0 0 m 12.512 0 l S Q
BT 0.0621 Tc 6.9738 0 0 6.9738 114.884 411.832 Tm /Ty14 1 Tf (") Tj /Ty13
1 Tf (p) Tj 0 Tc ET BT 4.9813 0 0 4.9813 123.675 410.836 Tm /Ty17 1 Tf (j)
Tj ET BT 9.9626 0 0 9.9626 128.592 415.267 Tm /Ty6 1 Tf [ (,) -219 (we) -212
(just) -211 (need) -212 (to) -211 (pr) 45 (o) 10 (ve) ] TJ ET BT 9.9626 0 0 9.9626 217.966 422.739
Tm /Ty24 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 228.482 412.278 Tm /Ty13 1 Tf
(l) Tj ET BT 9.9626 0 0 9.9626 233.2 415.267 Tm /Ty8 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 236.798 418.883
Tm /Ty13 1 Tf (l) Tj ET BT 9.9626 0 0 9.9626 239.856 415.267 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 243.73 415.267 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 249.424 418.883
Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 249.424 412.674 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 253.536 415.267 Tm /Ty20 1 Tf (#) Tj ET BT
9.9626 0 0 9.9626 262.08 415.267 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 267.774 418.883
Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 267.774 412.674 Tm /Ty13 1 Tf
(j) Tj ET BT 9.9626 0 0 9.9626 271.972 415.267 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 278.613 415.267 Tm /Ty20 1 Tf ($) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 50.112 397.075
Tm /Ty12 1 Tf (ln) Tj 0 Tc ET BT 6.9738 0 0 6.9738 61.553 407.635 Tm /Ty30
1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 69.924 400.163 Tm /Ty17 1 Tf (l) Tj ET
BT 0.0009 Tc 6.9738 0 0 6.9738 74.176 402.405 Tm /Ty21 1 Tf [ (ex) 1 (p) ]
TJ 0 Tc ET BT 6.9738 0 0 6.9738 87.665 402.405 Tm /Ty13 1 Tf (x) Tj ET BT
4.9813 0 0 4.9813 92.182 405.411 Tm /Ty17 1 Tf (l) Tj ET BT 4.9813 0 0 4.9813 92.182 400.412
Tm /Ty17 1 Tf (i) Tj ET q 1 0 0 1 61.27 399.566 cm 0 0 m 34.351 0 l S Q BT
6.9738 0 0 6.9738 61.27 398.337 Tm /Ty30 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 69.641 390.865
Tm /Ty17 1 Tf (l) Tj ET BT 0.0009 Tc 6.9738 0 0 6.9738 73.893 393.107 Tm /Ty21
1 Tf [ (ex) 1 (p) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 87.382 393.107 Tm /Ty13
1 Tf (x) Tj ET BT 4.9813 0 0 4.9813 91.9 395.509 Tm /Ty17 1 Tf (l) Tj ET BT
4.9813 0 0 4.9813 91.9 390.834 Tm /Ty17 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 96.817 397.075
Tm /Ty6 1 Tf [ (,) -223 (then) -216 (we) -216 (have) ] TJ ET BT 6.9738 0 0 6.9738 157.089 400.998
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 161.772 400.998 Tm /Ty10 1 Tf
(L) Tj ET q 1 0 0 1 156.218 399.566 cm 0 0 m 11.946 0 l S Q BT 0.0611 Tc 6.9738 0 0 6.9738 156.218 393.639
Tm /Ty14 1 Tf (") Tj /Ty13 1 Tf (p) Tj 0 Tc ET BT 4.9813 0 0 4.9813 165.008 392.643
Tm /Ty17 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 170.325 397.075 Tm /Ty20 1 Tf
(#) Tj ET BT 6.9738 0 0 6.9738 181.388 400.997 Tm /Ty14 1 Tf (") Tj ET BT
6.9738 0 0 6.9738 186.072 400.997 Tm /Ty10 1 Tf (L) Tj ET q 1 0 0 1 180.235 399.566
cm 0 0 m 12.512 0 l S Q BT 0.0611 Tc 6.9738 0 0 6.9738 180.235 393.639 Tm
/Ty14 1 Tf (") Tj /Ty13 1 Tf (p) Tj 0 Tc ET BT 4.9813 0 0 4.9813 189.025 392.643
Tm /Ty17 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 196.71 397.075 Tm /Ty20 1 Tf
($) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 207.226 397.075 Tm /Ty12 1 Tf (ln)
Tj 0 Tc ET BT 6.9738 0 0 6.9738 218.667 407.635 Tm /Ty30 1 Tf (!) Tj ET BT
4.9813 0 0 4.9813 227.038 400.163 Tm /Ty17 1 Tf (l) Tj ET BT 0.0009 Tc 6.9738 0 0 6.9738 231.29 402.405
Tm /Ty21 1 Tf [ (ex) 1 (p) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 244.779 402.405
Tm /Ty13 1 Tf (x) Tj ET BT 4.9813 0 0 4.9813 249.296 405.411 Tm /Ty17 1 Tf
(l) Tj ET BT 4.9813 0 0 4.9813 249.296 400.412 Tm /Ty17 1 Tf (i) Tj ET q 1 0 0 1 218.384 399.566
cm 0 0 m 34.351 0 l S Q BT 6.9738 0 0 6.9738 218.384 398.337 Tm /Ty30 1 Tf
(!) Tj ET BT 4.9813 0 0 4.9813 226.755 390.865 Tm /Ty17 1 Tf (l) Tj ET BT
0.0009 Tc 6.9738 0 0 6.9738 231.007 393.107 Tm /Ty21 1 Tf [ (ex) 1 (p) ] TJ
0 Tc ET BT 6.9738 0 0 6.9738 244.496 393.107 Tm /Ty13 1 Tf (x) Tj ET BT 4.9813 0 0 4.9813 249.014 395.509
Tm /Ty17 1 Tf (l) Tj ET BT 4.9813 0 0 4.9813 249.014 390.834 Tm /Ty17 1 Tf
(j) Tj ET BT 9.9626 0 0 9.9626 254.896 397.075 Tm /Ty20 1 Tf (#) Tj ET BT
9.9626 0 0 9.9626 263.61 397.075 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 267.485 397.075
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 273.179 400.69 Tm /Ty21 1 Tf (0)
Tj ET BT 6.9738 0 0 6.9738 273.179 394.482 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 278.613 397.075
Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 50.112 380.759 Tm /Ty8 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 55.806 384.375 Tm /Ty21 1 Tf (0) Tj ET BT 6.9738 0 0 6.9738 55.806 378.166
Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 60.275 380.759 Tm /Ty12 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 66.917 380.759 Tm /Ty20 1 Tf ($) Tj ET BT
9.9626 0 0 9.9626 77.433 380.759 Tm /Ty12 1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 82.414 380.759
Tm /Ty6 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 50.112 368.804 Tm /Ty6 1 Tf (Let)
Tj ET BT 9.9626 0 0 9.9626 68.628 368.804 Tm /Ty8 1 Tf (q) Tj ET BT 6.9738 0 0 6.9738 73.075 367.31
Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 83.056 368.804 Tm /Ty6 1 Tf (denote)
Tj ET BT 9.9626 0 0 9.9626 115.4 368.804 Tm /Ty12 1 Tf [ (s) -0.4 (of) -0.6
(t) -0.9 (m) -0.3 (ax) -0.8 (\() ] TJ ET BT 9.9626 0 0 9.9626 153.646 368.804
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 159.34 367.31 Tm /Ty13 1 Tf (j)
Tj ET BT 9.9626 0 0 9.9626 163.537 368.804 Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 167.412 368.804
Tm /Ty6 1 Tf [ (,) -663 (accor) 37 (ding) -581 (to) -580 (J) 25 (ensen) 40
(s) -581 (in-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 356.849 Tm /Ty6 1 Tf [
(equality) -487 (that) -486 (for) -487 (con) 40 (ve) 20 (x) -486 (function)
] TJ ET BT 9.9626 0 0 9.9626 193.293 356.849 Tm /Ty8 1 Tf (h) Tj ET BT 9.9626 0 0 9.9626 199.033 356.849
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 202.908 356.849 Tm /Ty8 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 208.602 356.849 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 212.476 356.849 Tm /Ty6 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 220.404 356.849
Tm /Ty8 1 Tf (h) Tj ET BT 9.9626 0 0 9.9626 226.144 356.849 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 230.018 364.321 Tm /Ty24 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 240.534 353.86 Tm /Ty13 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 247.097 356.849
Tm /Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 252.109 355.355 Tm /Ty13 1 Tf
(k) Tj ET BT 9.9626 0 0 9.9626 257.011 356.849 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 262.705 355.355
Tm /Ty13 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 267.607 356.849 Tm /Ty12 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 278.613 356.849 Tm /Ty20 1 Tf ($) Tj ET BT
9.9626 0 0 9.9626 50.112 352.366 Tm /Ty24 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 62.288 344.894
Tm /Ty8 1 Tf (h) Tj ET BT 6.9738 0 0 6.9738 68.029 343.399 Tm /Ty13 1 Tf (k)
Tj ET BT 9.9626 0 0 9.9626 72.93 344.894 Tm /Ty8 1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 78.88 344.894
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 82.755 344.894 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 88.449 343.399 Tm /Ty13 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 93.35 344.894
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 99.715 344.894 Tm /Ty6 1 Tf
(and) Tj ET BT 9.9626 0 0 9.9626 117.15 344.894 Tm /Ty20 1 Tf (#) Tj ET BT
0.0008 Tc 9.9626 0 0 9.9626 126.559 344.894 Tm /Ty12 1 Tf (ln\() Tj 0 Tc ET
BT 9.9626 0 0 9.9626 138.736 344.894 Tm /Ty8 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 144.43 344.894
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 150.795 344.894 Tm /Ty6 1 Tf
[ (is) -250 (a) -250 (con) 40 (ve) 20 (x) -250 (function,) -250 (we) -250
(have) ] TJ ET BT 0.0008 Tc 9.9626 0 0 9.9626 69.229 312.515 Tm /Ty12 1 Tf
(ln) Tj 0 Tc ET BT 9.9626 0 0 9.9626 80.828 326.861 Tm /Ty24 1 Tf (!) Tj ET
BT 6.9738 0 0 6.9738 91.344 316.4 Tm /Ty13 1 Tf (l) Tj ET BT 0.0004 Tc 9.9626 0 0 9.9626 96.063 319.389
Tm /Ty12 1 Tf (exp) Tj 0 Tc ET BT 9.9626 0 0 9.9626 112.944 319.389 Tm /Ty8
1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 118.638 323.004 Tm /Ty13 1 Tf (l) Tj ET
BT 6.9738 0 0 6.9738 118.638 316.796 Tm /Ty13 1 Tf (i) Tj ET q 1 0 0 1 80.388 315.006
cm 0 0 m 42.007 0 l S Q BT 9.9626 0 0 9.9626 80.388 312.808 Tm /Ty24 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 90.904 302.348 Tm /Ty13 1 Tf (l) Tj ET BT 0.0004
Tc 9.9626 0 0 9.9626 95.622 305.336 Tm /Ty12 1 Tf (exp) Tj 0 Tc ET BT 9.9626 0 0 9.9626 112.503 305.336
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 118.197 308.768 Tm /Ty13 1 Tf
(l) Tj ET BT 6.9738 0 0 6.9738 118.197 302.559 Tm /Ty13 1 Tf (j) Tj ET BT
0.2788 Tc 9.9626 0 0 9.9626 126.358 312.515 Tm /Ty12 1 Tf [ (=l) 278 (n) ]
TJ 0 Tc ET BT 9.9626 0 0 9.9626 146.837 321.979 Tm /Ty24 1 Tf (") Tj ET BT
6.9738 0 0 6.9738 152.752 300.532 Tm /Ty13 1 Tf (l) Tj ET BT 0.0004 Tc 9.9626 0 0 9.9626 173.825 320.349
Tm /Ty12 1 Tf (exp) Tj 0 Tc ET BT 9.9626 0 0 9.9626 190.706 320.349 Tm /Ty8
1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 196.4 323.965 Tm /Ty13 1 Tf (l) Tj ET
BT 6.9738 0 0 6.9738 196.4 317.756 Tm /Ty13 1 Tf (j) Tj ET q 1 0 0 1 164.083 315.006
cm 0 0 m 46.257 0 l S Q BT 9.9626 0 0 9.9626 164.083 312.808 Tm /Ty24 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 174.599 302.348 Tm /Ty13 1 Tf (l) Tj ET BT
4.9813 0 0 4.9813 177.159 304.34 Tm /Ty26 1 Tf (!) Tj ET BT 0.0004 Tc 9.9626 0 0 9.9626 182.012 305.336
Tm /Ty12 1 Tf (exp) Tj 0 Tc ET BT 9.9626 0 0 9.9626 198.893 305.336 Tm /Ty8
1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 204.587 308.768 Tm /Ty13 1 Tf (l) Tj ET
BT 4.9813 0 0 4.9813 207.147 310.76 Tm /Ty26 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 204.587 302.559
Tm /Ty13 1 Tf (j) Tj ET BT 0.0004 Tc 9.9626 0 0 9.9626 213.196 312.515 Tm
/Ty12 1 Tf (exp\() Tj 0 Tc ET BT 9.9626 0 0 9.9626 232.291 312.515 Tm /Ty8
1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 237.985 316.628 Tm /Ty13 1 Tf (l) Tj ET
BT 6.9738 0 0 6.9738 237.985 310.052 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 243.516 312.515
Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 253.478 312.515 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 259.172 316.628 Tm /Ty13 1 Tf (l) Tj ET BT
6.9738 0 0 6.9738 259.172 310.052 Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 263.37 312.515
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 126.358 285.09 Tm /Ty20 1 Tf
(&) Tj ET BT 9.9626 0 0 9.9626 136.874 294.554 Tm /Ty24 1 Tf (") Tj ET BT
6.9738 0 0 6.9738 142.789 273.107 Tm /Ty13 1 Tf (l) Tj ET BT 9.9626 0 0 9.9626 152.925 285.09
Tm /Ty8 1 Tf (q) Tj ET BT 6.9738 0 0 6.9738 157.73 289.203 Tm /Ty13 1 Tf (l)
Tj ET BT 6.9738 0 0 6.9738 157.372 282.627 Tm /Ty13 1 Tf (j) Tj ET BT 0.0008
Tc 9.9626 0 0 9.9626 163.23 285.09 Tm /Ty12 1 Tf (ln\(exp\() Tj 0 Tc ET BT
9.9626 0 0 9.9626 194.502 285.09 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 200.196 289.203
Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 200.196 282.627 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 205.727 285.09 Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 215.689 285.09
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 221.383 289.203 Tm /Ty13 1 Tf
(l) Tj ET BT 6.9738 0 0 6.9738 221.383 282.627 Tm /Ty13 1 Tf (j) Tj ET BT
0.0009 Tc 9.9626 0 0 9.9626 225.581 285.09 Tm /Ty12 1 Tf (\)\)) Tj 0 Tc ET
BT 9.9626 0 0 9.9626 126.358 257.665 Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 136.874 267.129
Tm /Ty24 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 142.789 245.682 Tm /Ty13 1 Tf
(l) Tj ET BT 9.9626 0 0 9.9626 152.925 257.665 Tm /Ty8 1 Tf (q) Tj ET BT 6.9738 0 0 6.9738 157.73 261.778
Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 157.372 255.202 Tm /Ty13 1 Tf
(j) Tj ET BT 9.9626 0 0 9.9626 161.57 257.665 Tm /Ty12 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 165.444 257.665 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 171.138 261.778
Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 171.138 255.202 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 176.669 257.665 Tm /Ty20 1 Tf (#) Tj ET BT
9.9626 0 0 9.9626 186.632 257.665 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 192.326 261.778
Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 192.326 255.202 Tm /Ty13 1 Tf
(j) Tj ET BT 9.9626 0 0 9.9626 196.523 257.665 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 50.112 223.618 Tm /Ty6 1 Tf [ (Since) -1199 (KL-Diver) 37
(g) 10 (ence) ] TJ ET BT 9.9626 0 0 9.9626 144.585 223.618 Tm /Ty12 1 Tf (\()
Tj ET BT 9.9626 0 0 9.9626 148.46 223.618 Tm /Ty8 1 Tf (p) Tj ET BT 0.0649
Tc 9.9626 0 0 9.9626 153.472 223.618 Tm /Ty12 1 Tf <28f8> Tj 0 Tc ET BT 9.9626 0 0 9.9626 157.346 223.618
Tm /Ty8 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 163.04 223.618 Tm /Ty12 1 Tf (\))
Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 166.915 223.618 Tm /Ty16 1 Tf (||) Tj
0 Tc ET BT 9.9626 0 0 9.9626 172.45 223.618 Tm /Ty8 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 177.462 223.618
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 181.336 223.618 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 187.03 222.124 Tm /Ty13 1 Tf (k) Tj ET BT 0.0009
Tc 9.9626 0 0 9.9626 191.932 223.618 Tm /Ty12 1 Tf (\)\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 219.954 223.618
Tm /Ty20 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 247.975 223.618 Tm /Ty12 1 Tf
(0) Tj ET BT 9.9626 0 0 9.9626 252.957 223.618 Tm /Ty6 1 Tf [ (,) -1436 (thus)
] TJ ET BT 9.9626 0 0 9.9626 50.112 211.663 Tm /Ty12 1 Tf [ (s) -0.4 (of)
-0.6 (t) -0.9 (m) -0.3 (ax) -0.8 (\() -64.9 ] TJ ET BT 9.9626 0 0 9.9626 88.357 211.663
Tm /Ty8 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 94.051 211.663 Tm /Ty12 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 110.577 211.663 Tm /Ty20 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 130.978 211.663
Tm /Ty12 1 Tf [ (s) -0.4 (of) -0.6 (t) -0.9 (m) -0.3 (ax) -0.8 (\() ] TJ ET
BT 9.9626 0 0 9.9626 169.223 211.663 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 174.917 210.169
Tm /Ty13 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 179.819 211.663 Tm /Ty12 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 183.693 211.663 Tm /Ty6 1 Tf (,) Tj ET BT
9.9626 0 0 9.9626 195.347 219.135 Tm /Ty24 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 205.863 208.674
Tm /Ty13 1 Tf (l) Tj ET BT 9.9626 0 0 9.9626 210.581 211.663 Tm /Ty8 1 Tf
(q) Tj ET BT 6.9738 0 0 6.9738 215.386 215.279 Tm /Ty13 1 Tf (l) Tj ET BT
6.9738 0 0 6.9738 215.029 209.07 Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 219.226 211.663
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 223.101 211.663 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 228.795 215.279 Tm /Ty13 1 Tf (l) Tj ET BT
6.9738 0 0 6.9738 228.795 209.07 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 238.279 211.663
Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 252.195 211.663 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 257.889 215.279 Tm /Ty13 1 Tf (l) Tj ET BT
6.9738 0 0 6.9738 257.889 209.07 Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 262.087 211.663
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 278.613 211.663 Tm /Ty20 1 Tf
(") Tj ET BT 9.9626 0 0 9.9626 50.112 202.394 Tm /Ty24 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 60.628 191.933
Tm /Ty13 1 Tf (l) Tj ET BT 9.9626 0 0 9.9626 65.346 194.922 Tm /Ty8 1 Tf (t)
Tj ET BT 6.9738 0 0 6.9738 68.944 198.537 Tm /Ty13 1 Tf (l) Tj ET BT 9.9626 0 0 9.9626 72.002 194.922
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 75.876 194.922 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 81.57 198.537 Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 81.57 192.329
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 87.101 194.922 Tm /Ty20 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 97.064 194.922 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 102.758 198.537
Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 102.758 192.329 Tm /Ty13 1 Tf
(j) Tj ET BT 9.9626 0 0 9.9626 106.955 194.922 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 110.83 194.922 Tm /Ty6 1 Tf [ (.) -310 (So) ] TJ ET BT 9.9626 0 0 9.9626 128.862 202.394
Tm /Ty24 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 139.378 191.933 Tm /Ty13 1 Tf
(l) Tj ET BT 9.9626 0 0 9.9626 144.097 194.922 Tm /Ty8 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 147.694 198.537
Tm /Ty13 1 Tf (l) Tj ET BT 9.9626 0 0 9.9626 150.752 194.922 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 154.627 194.922 Tm /Ty8 1 Tf (x) Tj ET BT
6.9738 0 0 6.9738 160.321 198.537 Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 160.321 192.329
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 165.851 194.922 Tm /Ty20 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 175.814 194.922 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 181.508 198.537
Tm /Ty13 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 181.508 192.329 Tm /Ty13 1 Tf
(j) Tj ET BT 9.9626 0 0 9.9626 185.706 194.922 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 192.347 194.922 Tm /Ty20 1 Tf ($) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 202.863 194.922
Tm /Ty12 1 Tf (ln) Tj 0 Tc ET BT 6.9738 0 0 6.9738 214.304 205.482 Tm /Ty30
1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 222.676 198.01 Tm /Ty17 1 Tf (l) Tj ET
BT 0.0009 Tc 6.9738 0 0 6.9738 226.927 200.252 Tm /Ty21 1 Tf [ (ex) 1 (p)
] TJ 0 Tc ET BT 6.9738 0 0 6.9738 240.416 200.252 Tm /Ty13 1 Tf (x) Tj ET
BT 4.9813 0 0 4.9813 244.934 203.258 Tm /Ty17 1 Tf (l) Tj ET BT 4.9813 0 0 4.9813 244.934 198.259
Tm /Ty17 1 Tf (i) Tj ET q 1 0 0 1 214.022 197.413 cm 0 0 m 34.351 0 l S Q
BT 6.9738 0 0 6.9738 214.022 196.184 Tm /Ty30 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 222.393 188.712
Tm /Ty17 1 Tf (l) Tj ET BT 0.0009 Tc 6.9738 0 0 6.9738 226.644 190.954 Tm
/Ty21 1 Tf [ (ex) 1 (p) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 240.133 190.954
Tm /Ty13 1 Tf (x) Tj ET BT 4.9813 0 0 4.9813 244.651 193.356 Tm /Ty17 1 Tf
(l) Tj ET BT 4.9813 0 0 4.9813 244.651 188.681 Tm /Ty17 1 Tf (j) Tj ET BT
9.9626 0 0 9.9626 249.568 194.922 Tm /Ty6 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 62.067 164.686
Tm /Ty2 1 Tf [ (Note) -1094 (that) -1093 (in) -1094 (Theorem) ] TJ ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 183.6805 164.686 Tm /Ty2 1 Tf (4.1) Tj ET
/Cs2 cs 0 sc BT 9.9626 0 0 9.9626 207.0228 164.686 Tm /Ty2 1 Tf [ (we) -1094
(assume) -1094 (KL-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 152.731 Tm /Ty2 1
Tf [ (Di) 25 (v) 15 (er) 18 (gence) ] TJ ET BT 9.9626 0 0 9.9626 95.452 152.731
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 99.326 152.731 Tm /Ty8 1 Tf
(p) Tj ET BT 0.0649 Tc 9.9626 0 0 9.9626 104.338 152.731 Tm /Ty12 1 Tf <28f8>
Tj 0 Tc ET BT 9.9626 0 0 9.9626 108.213 152.731 Tm /Ty8 1 Tf (x) Tj ET BT
9.9626 0 0 9.9626 113.907 152.731 Tm /Ty12 1 Tf (\)) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 117.781 152.731
Tm /Ty16 1 Tf (||) Tj 0 Tc ET BT 9.9626 0 0 9.9626 123.316 152.731 Tm /Ty8
1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 128.328 151.237 Tm /Ty13 1 Tf (k) Tj ET
BT 9.9626 0 0 9.9626 133.23 152.731 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 137.105 152.731
Tm /Ty8 1 Tf (x) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 142.798 152.731 Tm /Ty12
1 Tf (\)\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 158.275 152.731 Tm /Ty20 1 Tf
(") Tj ET BT 9.9626 0 0 9.9626 173.752 152.731 Tm /Ty12 1 Tf (0) Tj ET BT
9.9626 0 0 9.9626 178.733 152.731 Tm /Ty2 1 Tf [ (.) -1117 (In) -518 (f) 10
(act,) -587 (with) -518 (the) -519 (help) ] TJ ET BT 9.9626 0 0 9.9626 50.112 140.776
Tm /Ty2 1 Tf [ (of) -603 (Batch) -604 (Norm) 1 (alization) -604 (\(BN\)) -603
(in) -603 (neural) -603 (netw) 10 (orks,) -692 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 128.821
Tm /Ty2 1 Tf [ (distrib) 20 (ution) -290 (of) -289 (intermediate) -290 (batch)
-289 (normalized) -290 (feature) -290 (maps) ] TJ ET BT 9.9626 0 0 9.9626 50.112 116.866
Tm /Ty2 1 Tf [ (can) -618 (be) -618 (approximated) -618 (as) -618 (normal)
-619 (Gaussian) -618 (distrib) 20 (ution.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 104.91
Tm /Ty2 1 Tf [ (Moreo) 15 (v) 15 (er) 40 (,) ] TJ ET BT 9.9626 0 0 9.9626 94.24 104.91
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 93.607 104.91 Tm /Ty8 1 Tf (x)
Tj ET BT 9.9626 0 0 9.9626 101.703 104.91 Tm /Ty2 1 Tf [ (is) -241 (the) -241
(weighted) -241 (sum) -241 (of) ] TJ ET BT 9.9626 0 0 9.9626 193.96 104.91
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 199.654 103.416 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 205.373 104.91 Tm /Ty2 1 Tf [ (so) -241 (it)
-241 (can) -241 (be) -241 (approxi-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 92.955
Tm /Ty2 1 Tf [ (mated) -310 (as) -310 (normal) -310 (Gaussian) -309 (distrib)
20 (ution) -310 (as) -310 (well.) -490 (Therefore,) ] TJ ET BT 9.9626 0 0 9.9626 50.112 81
Tm /Ty2 1 Tf [ (our) -250 (assumption) -250 (is) -250 (v) 25 (alid.) ] TJ
ET BT 10.9589 0 0 10.9589 308.862 710.037 Tm /Ty1 1 Tf [ (4.2.) -250 (Drawback)
-250 (in) -250 (Bi-le) 15 (v) 10 (el) -250 (Framew) 10 (ork) ] TJ ET BT 9.9626 0 0 9.9626 320.817 689.852
Tm /Ty2 1 Tf [ (Consider) -299 (a) -299 (more) -299 (concrete) -299 (formulation)
-299 (that) ] TJ ET BT 9.9626 0 0 9.9626 495.294 689.852 Tm /Ty8 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 500.988 688.358 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 507.284 689.852
Tm /Ty2 1 Tf [ (are) -299 (trans-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 677.897
Tm /Ty2 1 Tf [ (formed) -244 (features) -245 (from) -244 (the) -244 (same)
-245 (input) ] TJ ET BT 9.9626 0 0 9.9626 456.267 677.897 Tm /Ty8 1 Tf (x)
Tj ET BT 9.9626 0 0 9.9626 461.961 677.897 Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 466.897 677.897
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 472.591 676.402 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 478.675 677.897 Tm /Ty12 1 Tf (=) Tj ET BT
9.9626 0 0 9.9626 489.191 677.897 Tm /Ty8 1 Tf (o) Tj ET BT 6.9738 0 0 6.9738 494.02 676.402
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 497.337 677.897 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 501.212 677.897 Tm /Ty8 1 Tf (x) Tj ET BT
9.9626 0 0 9.9626 506.905 677.897 Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 510.78 677.897
Tm /Ty2 1 Tf [ (.) -308 (Specif-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 665.942
Tm /Ty2 1 Tf [ (ically) 65 (,) ] TJ ET BT 9.9626 0 0 9.9626 335.332 665.942
Tm /Ty8 1 Tf (o) Tj ET BT 6.9738 0 0 6.9738 340.161 664.447 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 343.478 665.942 Tm /Ty12 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 347.353 665.942 Tm /Ty8 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 353.046 665.942
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 359.411 665.942 Tm /Ty2 1 Tf
[ (could) -250 (be) -250 (linearly) -250 (e) 15 (xpanded) -250 (as) ] TJ ET
BT 9.9626 0 0 9.9626 480.168 665.942 Tm /Ty8 1 Tf (o) Tj ET BT 6.9738 0 0 6.9738 484.997 664.447
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 488.314 665.942 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 492.188 665.942 Tm /Ty8 1 Tf (x) Tj ET BT
0.2789 Tc 9.9626 0 0 9.9626 497.882 665.942 Tm /Ty12 1 Tf (\)=) Tj 0 Tc ET
BT 9.9626 0 0 9.9626 515.04 665.942 Tm /Ty8 1 Tf (W) Tj ET BT 6.9738 0 0 6.9738 524.449 664.447
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 527.766 665.942 Tm /Ty8 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 533.46 665.942 Tm /Ty2 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 372.835 638.766
Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 378.678 638.766 Tm /Ty16 1 Tf
(L) Tj ET q 1 0 0 1 372.106 634.517 cm 0 0 m 14.172 0 l S Q BT 0.0569 Tc 9.9626 0 0 9.9626 372.106 625.192
Tm /Ty9 1 Tf ($) Tj /Ty8 1 Tf (p) Tj 0 Tc ET BT 6.9738 0 0 6.9738 382.961 623.698
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 390.241 632.026 Tm /Ty12 1 Tf
(=) Tj ET BT 9.9626 0 0 9.9626 400.757 632.026 Tm /Ty22 1 Tf (E) Tj ET BT
9.9626 0 0 9.9626 407.399 632.026 Tm /Ty12 1 Tf ([) Tj ET BT 9.9626 0 0 9.9626 411.362 638.766
Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 417.204 638.766 Tm /Ty16 1 Tf
(L) Tj ET q 1 0 0 1 411.362 634.517 cm 0 0 m 12.714 0 l S Q BT 9.9626 0 0 9.9626 411.951 625.192
Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 418.426 625.192 Tm /Ty12 1 Tf
Tj ET BT 9.9626 0 0 9.9626 417.793 625.192 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 425.271 643.221
Tm /Ty13 1 Tf (T) Tj ET BT 9.9626 0 0 9.9626 431.548 632.026 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 435.422 632.026 Tm /Ty8 1 Tf (W) Tj ET BT
6.9738 0 0 6.9738 444.831 630.532 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 448.148 632.026
Tm /Ty8 1 Tf (x) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 453.842 632.026 Tm /Ty12
1 Tf (\);) Tj 0 Tc ET BT 0.0235 Tc 9.9626 0 0 9.9626 462.144 632.026 Tm /Ty8
1 Tf [ (X,) -144 (y) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 480.296 632.026 Tm
/Ty12 1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 533.496 632.026 Tm /Ty2 1 Tf (\(6\))
Tj ET BT 9.9626 0 0 9.9626 378.908 594.114 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 384.75 594.114
Tm /Ty16 1 Tf (L) Tj ET q 1 0 0 1 375.981 589.865 cm 0 0 m 18.569 0 l S Q
BT 0.0569 Tc 9.9626 0 0 9.9626 375.981 580.541 Tm /Ty9 1 Tf ($) Tj /Ty8 1
Tf (W) Tj 0 Tc ET BT 6.9738 0 0 6.9738 391.232 579.046 Tm /Ty13 1 Tf (i) Tj
ET BT 9.9626 0 0 9.9626 398.512 587.375 Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 409.028 587.375
Tm /Ty22 1 Tf (E) Tj ET BT 9.9626 0 0 9.9626 415.67 587.375 Tm /Ty12 1 Tf
([) Tj ET BT 9.9626 0 0 9.9626 418.437 587.375 Tm /Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 423.45 585.88
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 427.962 594.114 Tm /Ty9 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 433.805 594.114 Tm /Ty16 1 Tf (L) Tj ET q 1 0 0 1 427.962 589.865
cm 0 0 m 12.714 0 l S Q BT 9.9626 0 0 9.9626 428.551 580.541 Tm /Ty9 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 435.027 580.541 Tm /Ty12 1 Tf Tj ET BT
9.9626 0 0 9.9626 434.394 580.541 Tm /Ty8 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 441.872 587.375
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 447.566 591.488 Tm /Ty13 1 Tf
(T) Tj ET BT 9.9626 0 0 9.9626 453.842 587.375 Tm /Ty12 1 Tf (;) Tj ET BT
0.0235 Tc 9.9626 0 0 9.9626 458.27 587.375 Tm /Ty8 1 Tf [ (X,) -143 (y) ]
TJ 0 Tc ET BT 9.9626 0 0 9.9626 476.421 587.375 Tm /Ty12 1 Tf (]) Tj ET BT
9.9626 0 0 9.9626 533.496 587.375 Tm /Ty2 1 Tf (\(7\)) Tj ET BT 9.9626 0 0 9.9626 308.862 558.52
Tm /Ty2 1 Tf [ (T) 80 (o) -281 (be) -281 (emphasized,) -290 (Eq.) ] TJ ET
/Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 400.1095 558.52 Tm /Ty2 1 Tf (7) Tj
ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 407.8902 558.52 Tm /Ty2 1 Tf [ (only)
-281 (e) 15 (xist) -281 (for) -281 (learnable) -282 (operations) ] TJ ET BT
9.9626 0 0 9.9626 308.862 546.565 Tm /Ty2 1 Tf [ (for) -368 (non-learnbale)
-369 (operations) ] TJ ET BT 9.9626 0 0 9.9626 427.767 546.565 Tm /Ty1 1 Tf
[ (do) -368 (not) ] TJ ET BT 9.9626 0 0 9.9626 459.466 546.565 Tm /Ty2 1 Tf
[ (update) -368 (their) -369 (weights.) ] TJ ET BT 9.9626 0 0 9.9626 308.862 534.61
Tm /Ty2 1 Tf [ (According) -358 (to) -359 (last) -358 (section,) -386 (if)
] TJ ET BT 9.9626 0 0 9.9626 427.431 534.61 Tm /Ty8 1 Tf (W) Tj ET BT 6.9738 0 0 6.9738 436.84 533.115
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 440.157 534.61 Tm /Ty8 1 Tf (x)
Tj ET BT 9.9626 0 0 9.9626 449.422 534.61 Tm /Ty2 1 Tf [ (bring) -358 (more)
-359 (information) ] TJ ET BT 9.9626 0 0 9.9626 308.862 522.655 Tm /Ty2 1
Tf [ (g) 5 (ain) -329 (than) ] TJ ET BT 9.9626 0 0 9.9626 349.681 522.655
Tm /Ty8 1 Tf (W) Tj ET BT 6.9738 0 0 6.9738 359.09 521.16 Tm /Ty13 1 Tf (j)
Tj ET BT 9.9626 0 0 9.9626 363.288 522.655 Tm /Ty8 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 368.982 522.655
Tm /Ty2 1 Tf [ (,) -349 (then) ] TJ ET BT 6.9738 0 0 6.9738 397.45 526.577
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 402.133 526.577 Tm /Ty10 1 Tf
(L) Tj ET q 1 0 0 1 396.579 525.145 cm 0 0 m 11.946 0 l S Q BT 0.0611 Tc 6.9738 0 0 6.9738 396.579 519.219
Tm /Ty14 1 Tf (") Tj /Ty13 1 Tf (p) Tj 0 Tc ET BT 4.9813 0 0 4.9813 405.369 518.223
Tm /Ty17 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 413 522.655 Tm /Ty2 1 Tf [ (should)
-329 (be) -329 (smaller) -329 (than) ] TJ ET BT 6.9738 0 0 6.9738 510.925 526.577
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 515.609 526.577 Tm /Ty10 1 Tf
(L) Tj ET q 1 0 0 1 509.771 525.145 cm 0 0 m 12.512 0 l S Q BT 0.0621 Tc 6.9738 0 0 6.9738 509.771 519.219
Tm /Ty14 1 Tf (") Tj /Ty13 1 Tf (p) Tj 0 Tc ET BT 4.9813 0 0 4.9813 518.562 518.223
Tm /Ty17 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 523.479 522.655 Tm /Ty2 1 Tf
[ (.) -547 (F) 15 (or) ] TJ ET BT 9.9626 0 0 9.9626 308.862 509.464 Tm /Ty2
1 Tf [ (D) 40 (AR) 60 (TS,) ] TJ ET BT 9.9626 0 0 9.9626 345.23 509.464 Tm
/Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 350.242 507.969 Tm /Ty13 1 Tf (i)
Tj ET BT 9.9626 0 0 9.9626 355.775 509.464 Tm /Ty2 1 Tf [ (is) -222 (updated)
-223 (on) -222 (the) -223 (v) 25 (alidation) -222 (dataset.) -301 (On) -222
(the) -223 (iter) 20 (-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 497.508 Tm /Ty2
1 Tf (ation) Tj ET BT 9.9626 0 0 9.9626 331.259 497.508 Tm /Ty8 1 Tf (t) Tj
ET BT 9.9626 0 0 9.9626 337.329 497.508 Tm /Ty2 1 Tf [ (and) -248 (on) -248
(the) -248 (v) 25 (alidation) -248 (dataset) ] TJ ET BT 9.9626 0 0 9.9626 453.478 497.508
Tm /Ty16 1 Tf (D) Tj ET BT -0.0618 Tc 6.9738 0 0 6.9738 461.164 496.014 Tm
/Ty21 1 Tf [ (va) -62 (l) -62 (i) -62 (d) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 481.068 497.508
Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 491.584 497.508 Tm /Ty16 1 Tf
({) Tj ET BT 9.9626 0 0 9.9626 496.566 497.508 Tm /Ty8 1 Tf (X) Tj ET BT 0.0364
Tc 6.9738 0 0 6.9738 504.819 496.014 Tm /Ty13 1 Tf [ (va) 36 (l) ] TJ 0 Tc
ET BT 0.1678 Tc 9.9626 0 0 9.9626 516.434 497.508 Tm /Ty8 1 Tf (,y) Tj 0 Tc
ET BT 0.0364 Tc 6.9738 0 0 6.9738 525.746 496.014 Tm /Ty13 1 Tf [ (va) 36
(l) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 537.361 497.508 Tm /Ty16 1 Tf (}) Tj
ET BT 9.9626 0 0 9.9626 542.342 497.508 Tm /Ty2 1 Tf (:) Tj ET BT 9.9626 0 0 9.9626 356.493 467.698
Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 362.336 467.698 Tm /Ty16 1 Tf
(L) Tj ET q 1 0 0 1 355.669 463.449 cm 0 0 m 14.363 0 l S Q BT 0.0569 Tc 9.9626 0 0 9.9626 355.669 454.124
Tm /Ty9 1 Tf ($) Tj /Ty8 1 Tf (p) Tj 0 Tc ET BT 6.9738 0 0 6.9738 366.524 457.556
Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 366.524 451.347 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 373.995 460.958 Tm /Ty12 1 Tf (=) Tj ET BT
9.9626 0 0 9.9626 387.761 467.698 Tm /Ty12 1 Tf (1) Tj ET q 1 0 0 1 385.706 463.449
cm 0 0 m 9.091 0 l S Q BT 9.9626 0 0 9.9626 385.706 454.124 Tm /Ty8 1 Tf (N)
Tj ET BT 6.9738 0 0 6.9738 401.319 473.411 Tm /Ty13 1 Tf (N) Tj ET BT 9.9626 0 0 9.9626 397.653 470.423
Tm /Ty24 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 397.955 449.204 Tm /Ty13 1 Tf
(j) Tj ET BT 6.9738 0 0 6.9738 401.654 449.204 Tm /Ty21 1 Tf (=1) Tj ET BT
9.9626 0 0 9.9626 414.899 467.849 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 420.742 467.849
Tm /Ty16 1 Tf (L) Tj ET BT 9.9626 0 0 9.9626 427.613 467.849 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 431.488 467.849 Tm /Ty8 1 Tf (x) Tj ET BT
6.9738 0 0 6.9738 437.182 472.636 Tm /Ty13 1 Tf (j) Tj ET BT 0.0364 Tc 6.9738 0 0 6.9738 437.182 464.844
Tm /Ty13 1 Tf [ (va) 36 (l) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 448.797 467.849
Tm /Ty12 1 Tf (\)) Tj ET q 1 0 0 1 414.899 463.449 cm 0 0 m 37.772 0 l S Q
BT 9.9626 0 0 9.9626 428.017 454.124 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 434.493 454.124
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 433.86 454.124 Tm /Ty8 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 453.866 474.788 Tm /Ty13 1 Tf (T) Tj ET BT 9.9626 0 0 9.9626 460.143 460.958
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 464.017 460.958 Tm /Ty8 1 Tf
(W) Tj ET BT 6.9738 0 0 6.9738 474.81 465.072 Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 473.426 458.495
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 478.317 460.958 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 484.011 465.746 Tm /Ty13 1 Tf (j) Tj ET BT
0.0364 Tc 6.9738 0 0 6.9738 484.011 457.953 Tm /Ty13 1 Tf [ (va) 36 (l) ]
TJ 0 Tc ET BT 9.9626 0 0 9.9626 495.626 460.958 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 308.862 423.482 Tm /Ty8 1 Tf (W) Tj ET BT 6.9738 0 0 6.9738 319.655 427.098
Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 318.271 420.889 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 331.299 423.482 Tm /Ty2 1 Tf [ (is) -817 (updated)
-817 (on) -816 (the) -817 (training) -817 (dataset) ] TJ ET BT 9.9626 0 0 9.9626 499.103 423.482
Tm /Ty16 1 Tf (D) Tj ET BT 0.0004 Tc 6.9738 0 0 6.9738 506.788 421.988 Tm
/Ty21 1 Tf (train) Tj 0 Tc ET BT 9.9626 0 0 9.9626 537.363 423.482 Tm /Ty12
1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 308.862 411.527 Tm /Ty16 1 Tf ({) Tj ET
BT 9.9626 0 0 9.9626 313.843 411.527 Tm /Ty8 1 Tf (X) Tj ET BT 0.0006 Tc 6.9738 0 0 6.9738 322.097 410.033
Tm /Ty13 1 Tf [ (tr) -31 (ain) ] TJ 0 Tc ET BT 0.1678 Tc 9.9626 0 0 9.9626 341.583 411.527
Tm /Ty8 1 Tf (,y) Tj 0 Tc ET BT 0.0006 Tc 6.9738 0 0 6.9738 350.896 410.033
Tm /Ty13 1 Tf [ (tr) -31 (ain) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 370.382 411.527
Tm /Ty16 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 375.363 411.527 Tm /Ty2 1 Tf
(:) Tj ET BT 9.9626 0 0 9.9626 333.793 382.097 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 339.636 382.097
Tm /Ty16 1 Tf (L) Tj ET q 1 0 0 1 330.078 377.848 cm 0 0 m 20.143 0 l S Q
BT 0.0569 Tc 9.9626 0 0 9.9626 330.078 368.523 Tm /Ty9 1 Tf ($) Tj /Ty8 1
Tf (W) Tj 0 Tc ET BT 6.9738 0 0 6.9738 346.714 371.955 Tm /Ty13 1 Tf (t) Tj
ET BT 6.9738 0 0 6.9738 345.33 365.746 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 354.185 375.357
Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 367.107 382.097 Tm /Ty8 1 Tf
(p) Tj ET BT 6.9738 0 0 6.9738 372.12 380.603 Tm /Ty13 1 Tf (i) Tj ET q 1 0 0 1 365.896 377.848
cm 0 0 m 10.751 0 l S Q BT 9.9626 0 0 9.9626 365.896 368.523 Tm /Ty8 1 Tf
(M) Tj ET BT 6.9738 0 0 6.9738 382.576 387.811 Tm /Ty13 1 Tf (M) Tj ET BT
9.9626 0 0 9.9626 379.554 384.822 Tm /Ty24 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 379.503 363.374
Tm /Ty13 1 Tf (k) Tj ET BT 6.9738 0 0 6.9738 383.907 363.374 Tm /Ty21 1 Tf
(=1) Tj ET BT 9.9626 0 0 9.9626 396.85 382.097 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 402.693 382.097
Tm /Ty16 1 Tf (L) Tj ET BT 9.9626 0 0 9.9626 409.564 382.097 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 413.439 382.097 Tm /Ty8 1 Tf (x) Tj ET BT
6.9738 0 0 6.9738 419.133 385.712 Tm /Ty13 1 Tf (k) Tj ET BT 0.0006 Tc 6.9738 0 0 6.9738 419.133 379.504
Tm /Ty13 1 Tf [ (tr) -31 (ain) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 438.619 382.097
Tm /Ty12 1 Tf (\)) Tj ET q 1 0 0 1 396.85 377.848 cm 0 0 m 45.643 0 l S Q
BT 9.9626 0 0 9.9626 413.903 368.523 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 420.379 368.523
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 419.746 368.523 Tm /Ty8 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 443.689 375.357 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 449.383 379.471
Tm /Ty13 1 Tf (k) Tj ET BT 0.0006 Tc 6.9738 0 0 6.9738 449.383 372.894 Tm
/Ty13 1 Tf [ (tr) -31 (ain) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 468.869 381.851
Tm /Ty13 1 Tf (T) Tj ET BT 9.9626 0 0 9.9626 337.117 344.735 Tm /Ty8 1 Tf
(W) Tj ET BT 6.9738 0 0 6.9738 347.91 348.848 Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 346.526 342.272
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 354.185 344.735 Tm /Ty12 1 Tf
(=) Tj ET BT 9.9626 0 0 9.9626 364.701 344.735 Tm /Ty8 1 Tf (W) Tj ET BT 6.9738 0 0 6.9738 375.494 348.996
Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 378.503 348.996 Tm /Ty11 1 Tf
(#) Tj ET BT 6.9738 0 0 6.9738 384.73 348.996 Tm /Ty21 1 Tf (1) Tj ET BT 6.9738 0 0 6.9738 374.11 341.958
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 391.413 344.735 Tm /Ty20 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 401.376 344.735 Tm /Ty9 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 416.689 351.474
Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 422.531 351.474 Tm /Ty16 1 Tf
(L) Tj ET q 1 0 0 1 407.875 347.225 cm 0 0 m 30.341 0 l S Q BT 0.0569 Tc 9.9626 0 0 9.9626 407.875 337.075
Tm /Ty9 1 Tf ($) Tj /Ty8 1 Tf (W) Tj 0 Tc ET BT 6.9738 0 0 6.9738 424.511 341.336
Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 427.52 341.336 Tm /Ty11 1 Tf
(#) Tj ET BT 6.9738 0 0 6.9738 433.747 341.336 Tm /Ty21 1 Tf (1) Tj ET BT
6.9738 0 0 6.9738 423.127 334.298 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 354.184 312.097
Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 364.701 312.097 Tm /Ty8 1 Tf
(W) Tj ET BT 6.9738 0 0 6.9738 375.493 316.359 Tm /Ty13 1 Tf (t) Tj ET BT
6.9738 0 0 6.9738 378.503 316.359 Tm /Ty11 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 384.73 316.359
Tm /Ty21 1 Tf (1) Tj ET BT 6.9738 0 0 6.9738 374.11 309.32 Tm /Ty13 1 Tf (i)
Tj ET BT 9.9626 0 0 9.9626 391.413 312.097 Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 401.376 312.097
Tm /Ty9 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 407.875 318.837 Tm /Ty8 1 Tf (p)
Tj ET BT 6.9738 0 0 6.9738 412.888 323.099 Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 415.897 323.099
Tm /Ty11 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 422.124 323.099 Tm /Ty21 1 Tf
(1) Tj ET BT 6.9738 0 0 6.9738 412.888 316.06 Tm /Ty13 1 Tf (i) Tj ET q 1 0 0 1 407.875 314.588
cm 0 0 m 18.718 0 l S Q BT 9.9626 0 0 9.9626 411.859 305.264 Tm /Ty8 1 Tf
(M) Tj ET BT 6.9738 0 0 6.9738 433.166 324.551 Tm /Ty13 1 Tf (N) Tj ET BT
9.9626 0 0 9.9626 429.499 321.562 Tm /Ty24 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 429.449 300.115
Tm /Ty13 1 Tf (k) Tj ET BT 6.9738 0 0 6.9738 433.853 300.115 Tm /Ty21 1 Tf
(=1) Tj ET BT 9.9626 0 0 9.9626 446.796 318.837 Tm /Ty9 1 Tf ($) Tj ET BT
9.9626 0 0 9.9626 452.639 318.837 Tm /Ty16 1 Tf (L) Tj ET BT 9.9626 0 0 9.9626 459.51 318.837
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 463.385 318.837 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 469.078 322.453 Tm /Ty13 1 Tf (k) Tj ET BT
0.0006 Tc 6.9738 0 0 6.9738 469.078 316.244 Tm /Ty13 1 Tf [ (tr) -31 (ain)
] TJ 0 Tc ET BT 9.9626 0 0 9.9626 488.565 318.837 Tm /Ty12 1 Tf (\)) Tj ET
q 1 0 0 1 446.796 314.588 cm 0 0 m 45.643 0 l S Q BT 9.9626 0 0 9.9626 463.849 305.264
Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 470.325 305.264 Tm /Ty12 1 Tf
Tj ET BT 9.9626 0 0 9.9626 469.692 305.264 Tm /Ty8 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 493.635 312.097
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 499.329 316.211 Tm /Ty13 1 Tf
(k) Tj ET BT 0.0006 Tc 6.9738 0 0 6.9738 499.329 309.635 Tm /Ty13 1 Tf [ (tr)
-31 (ain) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 518.815 318.591 Tm /Ty13 1 Tf
(T) Tj ET BT 9.9626 0 0 9.9626 308.862 276.86 Tm /Ty2 1 Tf [ (As) -250 (a)
-250 (result,) -250 (the) -250 (gradient) -250 (of) ] TJ ET BT 9.9626 0 0 9.9626 417.045 276.86
Tm /Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 422.057 275.365 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 427.865 276.86 Tm /Ty2 1 Tf (is:) Tj ET BT
9.9626 0 0 9.9626 314.243 247.383 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 320.086 247.383
Tm /Ty16 1 Tf (L) Tj ET q 1 0 0 1 313.419 243.134 cm 0 0 m 14.363 0 l S Q
BT 0.0569 Tc 9.9626 0 0 9.9626 313.419 233.809 Tm /Ty9 1 Tf ($) Tj /Ty8 1
Tf (p) Tj 0 Tc ET BT 6.9738 0 0 6.9738 324.274 237.241 Tm /Ty13 1 Tf (t) Tj
ET BT 6.9738 0 0 6.9738 324.274 231.032 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 331.745 240.643
Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 345.511 247.383 Tm /Ty12 1 Tf
(1) Tj ET q 1 0 0 1 343.456 243.134 cm 0 0 m 9.091 0 l S Q BT 9.9626 0 0 9.9626 343.456 233.809
Tm /Ty8 1 Tf (N) Tj ET BT 6.9738 0 0 6.9738 359.069 253.097 Tm /Ty13 1 Tf
(N) Tj ET BT 9.9626 0 0 9.9626 355.403 250.108 Tm /Ty24 1 Tf (") Tj ET BT
6.9738 0 0 6.9738 355.705 228.889 Tm /Ty13 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 359.404 228.889
Tm /Ty21 1 Tf (=1) Tj ET BT 9.9626 0 0 9.9626 372.649 247.534 Tm /Ty9 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 378.492 247.534 Tm /Ty16 1 Tf (L) Tj ET BT
9.9626 0 0 9.9626 385.363 247.534 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 389.238 247.534
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 394.932 252.322 Tm /Ty13 1 Tf
(j) Tj ET BT 0.0364 Tc 6.9738 0 0 6.9738 394.932 244.529 Tm /Ty13 1 Tf [ (va)
36 (l) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 406.546 247.534 Tm /Ty12 1 Tf (\))
Tj ET q 1 0 0 1 372.649 243.134 cm 0 0 m 37.772 0 l S Q BT 9.9626 0 0 9.9626 385.767 233.809
Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 392.243 233.809 Tm /Ty12 1 Tf
Tj ET BT 9.9626 0 0 9.9626 391.609 233.809 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 411.616 254.473
Tm /Ty13 1 Tf (T) Tj ET BT 9.9626 0 0 9.9626 417.892 240.643 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 421.767 240.643 Tm /Ty8 1 Tf (W) Tj ET BT
6.9738 0 0 6.9738 432.56 244.905 Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 435.569 244.905
Tm /Ty11 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 441.796 244.905 Tm /Ty21 1 Tf
(1) Tj ET BT 6.9738 0 0 6.9738 431.176 237.866 Tm /Ty13 1 Tf (i) Tj ET BT
9.9626 0 0 9.9626 446.265 240.643 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 451.959 245.431
Tm /Ty13 1 Tf (j) Tj ET BT 0.0364 Tc 6.9738 0 0 6.9738 451.959 237.638 Tm
/Ty13 1 Tf [ (va) 36 (l) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 463.574 240.643
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 314.437 203.956 Tm /Ty20 1 Tf
(#) Tj ET BT 0.0365 Tc 9.9626 0 0 9.9626 325.595 210.696 Tm /Ty9 1 Tf (%)
Tj /Ty8 1 Tf (p) Tj 0 Tc ET BT 6.9738 0 0 6.9738 335.912 214.958 Tm /Ty13
1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 338.921 214.958 Tm /Ty11 1 Tf (#) Tj ET
BT 6.9738 0 0 6.9738 345.148 214.958 Tm /Ty21 1 Tf (1) Tj ET BT 6.9738 0 0 6.9738 335.912 207.919
Tm /Ty13 1 Tf (i) Tj ET q 1 0 0 1 325.595 206.447 cm 0 0 m 24.022 0 l S Q
BT 0.1095 Tc 9.9626 0 0 9.9626 327.685 197.122 Tm /Ty8 1 Tf (NM) Tj 0 Tc ET
BT 6.9738 0 0 6.9738 356.14 216.409 Tm /Ty13 1 Tf (N) Tj ET BT 9.9626 0 0 9.9626 352.473 213.421
Tm /Ty24 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 352.775 192.201 Tm /Ty13 1 Tf
(j) Tj ET BT 6.9738 0 0 6.9738 356.475 192.201 Tm /Ty21 1 Tf (=1) Tj ET BT
6.9738 0 0 6.9738 371.597 216.409 Tm /Ty13 1 Tf (M) Tj ET BT 9.9626 0 0 9.9626 368.575 213.421
Tm /Ty24 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 368.524 191.973 Tm /Ty13 1 Tf
(k) Tj ET BT 6.9738 0 0 6.9738 372.928 191.973 Tm /Ty21 1 Tf (=1) Tj ET BT
9.9626 0 0 9.9626 383.015 203.956 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 388.085 210.847
Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 393.928 210.847 Tm /Ty16 1 Tf
(L) Tj ET BT 9.9626 0 0 9.9626 400.799 210.847 Tm /Ty12 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 404.674 210.847 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 410.368 215.634
Tm /Ty13 1 Tf (j) Tj ET BT 0.0364 Tc 6.9738 0 0 6.9738 410.368 207.841 Tm
/Ty13 1 Tf [ (va) 36 (l) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 421.982 210.847
Tm /Ty12 1 Tf (\)) Tj ET q 1 0 0 1 388.085 206.447 cm 0 0 m 37.772 0 l S Q
BT 9.9626 0 0 9.9626 401.203 197.122 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 407.678 197.122
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 407.045 197.122 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 427.052 217.786 Tm /Ty13 1 Tf (T) Tj ET BT
9.9626 0 0 9.9626 434.524 210.696 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 440.366 210.696
Tm /Ty16 1 Tf (L) Tj ET BT 9.9626 0 0 9.9626 447.238 210.696 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 451.112 210.696 Tm /Ty8 1 Tf (x) Tj ET BT
6.9738 0 0 6.9738 456.806 214.311 Tm /Ty13 1 Tf (k) Tj ET BT 0.0006 Tc 6.9738 0 0 6.9738 456.806 208.103
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Tm /Ty24 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 93.593 541.983 Tm /Ty13 1 Tf
(j) Tj ET BT 6.9738 0 0 6.9738 97.293 541.983 Tm /Ty21 1 Tf (=1) Tj ET BT
9.9626 0 0 9.9626 110.538 560.629 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 116.381 560.629
Tm /Ty16 1 Tf (L) Tj ET BT 9.9626 0 0 9.9626 123.252 560.629 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 127.126 560.629 Tm /Ty8 1 Tf (x) Tj ET BT
6.9738 0 0 6.9738 132.82 565.416 Tm /Ty13 1 Tf (j) Tj ET BT 0.0364 Tc 6.9738 0 0 6.9738 132.82 557.623
Tm /Ty13 1 Tf [ (va) 36 (l) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 144.435 560.629
Tm /Ty12 1 Tf (\)) Tj ET q 1 0 0 1 110.538 556.229 cm 0 0 m 37.772 0 l S Q
BT 9.9626 0 0 9.9626 123.655 546.904 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 130.131 546.904
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 129.498 546.904 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 149.505 567.568 Tm /Ty13 1 Tf (T) Tj ET BT
9.9626 0 0 9.9626 155.781 553.738 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 159.655 553.738
Tm /Ty8 1 Tf (W) Tj ET BT 6.9738 0 0 6.9738 170.448 558 Tm /Ty13 1 Tf (t)
Tj ET BT 6.9738 0 0 6.9738 173.458 558 Tm /Ty11 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 179.685 558
Tm /Ty21 1 Tf (2) Tj ET BT 6.9738 0 0 6.9738 169.065 550.961 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 184.154 553.738 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 189.848 558.525
Tm /Ty13 1 Tf (j) Tj ET BT 0.0364 Tc 6.9738 0 0 6.9738 189.848 550.733 Tm
/Ty13 1 Tf [ (va) 36 (l) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 201.463 553.738
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 269.764 553.738 Tm /Ty2 1 Tf
(\(12\)) Tj ET BT 9.9626 0 0 9.9626 69.633 517.051 Tm /Ty20 1 Tf (") Tj ET
BT 0.0008 Tc 9.9626 0 0 9.9626 80.149 517.051 Tm /Ty8 1 Tf (....) Tj 0 Tc
ET BT 9.9626 0 0 9.9626 93.986 517.051 Tm /Ty20 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 107.752 523.79
Tm /Ty12 1 Tf (1) Tj ET q 1 0 0 1 105.698 519.541 cm 0 0 m 9.091 0 l S Q BT
9.9626 0 0 9.9626 105.698 510.217 Tm /Ty8 1 Tf (N) Tj ET BT 6.9738 0 0 6.9738 121.311 529.504
Tm /Ty13 1 Tf (N) Tj ET BT 9.9626 0 0 9.9626 117.645 526.515 Tm /Ty24 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 117.946 505.296 Tm /Ty13 1 Tf (j) Tj ET BT
6.9738 0 0 6.9738 121.646 505.296 Tm /Ty21 1 Tf (=1) Tj ET BT 9.9626 0 0 9.9626 134.891 523.941
Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 140.734 523.941 Tm /Ty16 1 Tf
(L) Tj ET BT 9.9626 0 0 9.9626 147.605 523.941 Tm /Ty12 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 151.479 523.941 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 157.173 528.729
Tm /Ty13 1 Tf (j) Tj ET BT 0.0364 Tc 6.9738 0 0 6.9738 157.173 520.936 Tm
/Ty13 1 Tf [ (va) 36 (l) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 168.788 523.941
Tm /Ty12 1 Tf (\)) Tj ET q 1 0 0 1 134.891 519.541 cm 0 0 m 37.772 0 l S Q
BT 9.9626 0 0 9.9626 148.008 510.217 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 154.484 510.217
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 153.851 510.217 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 173.858 530.881 Tm /Ty13 1 Tf (T) Tj ET BT
9.9626 0 0 9.9626 180.134 517.051 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 184.008 517.051
Tm /Ty8 1 Tf (W) Tj ET BT 6.9738 0 0 6.9738 194.801 521.164 Tm /Ty21 1 Tf
(0) Tj ET BT 6.9738 0 0 6.9738 193.418 514.588 Tm /Ty13 1 Tf (i) Tj ET BT
9.9626 0 0 9.9626 199.271 517.051 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 204.965 521.838
Tm /Ty13 1 Tf (j) Tj ET BT 0.0364 Tc 6.9738 0 0 6.9738 204.965 514.045 Tm
/Ty13 1 Tf [ (va) 36 (l) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 216.579 517.051
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 269.764 517.051 Tm /Ty2 1 Tf
(\(13\)) Tj ET BT 9.9626 0 0 9.9626 269.764 490.59 Tm /Ty2 1 Tf (\(14\)) Tj
ET BT 9.9626 0 0 9.9626 50.112 467.097 Tm /Ty2 1 Tf (Let) Tj ET BT 9.9626 0 0 9.9626 66.916 467.097
Tm /Ty8 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 73.872 467.097 Tm /Ty2 1 Tf [
(denote) -354 (learnable) -353 (operaions) -354 (indicator) -354 (while)
] TJ ET BT 9.9626 0 0 9.9626 254.169 467.097 Tm /Ty8 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 262.365 467.097
Tm /Ty2 1 Tf [ (as) -354 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 455.142
Tm /Ty2 1 Tf [ (non-learnable) 55 (s.) -297 (Learnable) -211 (operations)
-211 (\(con) 40 (v) 20 (olution\)) -211 (are) -211 (ini-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 443.187
Tm /Ty2 1 Tf [ (tialized) -248 (randomly) -248 (thus) -248 (the) 15 (y) -248
(are) -248 (actually) -248 (adding) -248 (noise) -248 (on) -248 (in-) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 431.232 Tm /Ty2 1 Tf (put) Tj ET BT 9.9626 0 0 9.9626 66.184 431.232
Tm /Ty8 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 71.878 431.232 Tm /Ty2 1 Tf [
(.) -566 (So) -335 (during) -335 (the) -335 (early) -336 (stage,) -356 (the)
15 (y) -335 (bring) -336 (less) -335 (informa-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 419.277
Tm /Ty2 1 Tf [ (tion) -325 (g) 5 (ain) -324 (than) -325 (non-learnable) -324
(operations.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 216.8959 419.277
Tm /Ty2 1 Tf (9) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 225.115 419.277 Tm
/Ty2 1 Tf [ (does) -324 (not) -325 (estab-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 407.321
Tm /Ty2 1 Tf [ (lish) -288 (when) -288 (iterations) -288 (are) -288 (adequate,)
-298 (ho) 25 (we) 25 (v) 15 (er) 40 (,) -298 (due) -288 (to) -288 (softmax)
] TJ ET BT 9.9626 0 0 9.9626 50.112 395.366 Tm /Ty2 1 Tf [ (as) -309 (acti)
25 (v) 25 (ation) -309 (function,) -323 (the) -309 (g) 5 (ap) -309 (between)
] TJ ET BT 6.9738 0 0 6.9738 213.566 399.289 Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 218.249 399.289
Tm /Ty10 1 Tf (L) Tj ET q 1 0 0 1 212.412 397.857 cm 0 0 m 12.512 0 l S Q
BT 0.0611 Tc 6.9738 0 0 6.9738 212.412 391.793 Tm /Ty14 1 Tf (") Tj /Ty13
1 Tf (p) Tj 0 Tc ET BT 4.9813 0 0 4.9813 221.202 394.195 Tm /Ty17 1 Tf (t)
Tj ET BT 4.9813 0 0 4.9813 221.202 389.521 Tm /Ty17 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 229.197 395.366
Tm /Ty2 1 Tf (and) Tj ET BT 6.9738 0 0 6.9738 248.802 399.289 Tm /Ty14 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 253.485 399.289 Tm /Ty10 1 Tf (L) Tj ET q 1 0 0 1 247.856 397.857
cm 0 0 m 12.096 0 l S Q BT 0.0611 Tc 6.9738 0 0 6.9738 247.856 391.793 Tm
/Ty14 1 Tf (") Tj /Ty13 1 Tf (p) Tj 0 Tc ET BT 4.9813 0 0 4.9813 256.646 394.195
Tm /Ty17 1 Tf (t) Tj ET BT 4.9813 0 0 4.9813 256.646 389.521 Tm /Ty17 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 264.225 395.366 Tm /Ty2 1 Tf (could) Tj ET
BT 9.9626 0 0 9.9626 50.112 380.761 Tm /Ty2 1 Tf [ (be) -250 (e) 15 (xpanded)
-250 (during) -250 (early) -250 (stage.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 349.904
Tm /Ty1 1 Tf [ (Effect) -270 (of) -270 (acti) 10 (v) 10 (ation) -270 (function)
] TJ ET BT 9.9626 0 0 9.9626 179.177 349.904 Tm /Ty2 1 Tf [ (F) 15 (or) ]
TJ ET BT 9.9626 0 0 9.9626 195.555 349.904 Tm /Ty9 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 201.928 348.41
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 207.935 349.904 Tm /Ty2 1 Tf
(and) Tj ET BT 9.9626 0 0 9.9626 225.011 349.904 Tm /Ty9 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 231.384 348.41 Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 235.582 349.904
Tm /Ty2 1 Tf [ (,) -275 (if) ] TJ ET BT 9.9626 0 0 9.9626 249.589 349.904
Tm /Ty9 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 255.962 348.41 Tm /Ty13 1 Tf (j)
Tj ET BT 9.9626 0 0 9.9626 263.296 349.904 Tm /Ty20 1 Tf (&) Tj ET BT 9.9626 0 0 9.9626 274.181 349.904
Tm /Ty9 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 280.554 348.41 Tm /Ty13 1 Tf (i)
Tj ET BT 9.9626 0 0 9.9626 283.871 349.904 Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 50.112 337.949
Tm /Ty2 1 Tf [ (the) -224 (gradient) -225 (of) ] TJ ET BT 9.9626 0 0 9.9626 109.94 337.949
Tm /Ty9 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 116.313 336.455 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 121.866 337.949 Tm /Ty2 1 Tf [ (is) -224 (more)
-225 (lik) 10 (ely) -224 (to) -225 (be) -224 (smaller) -224 (than) ] TJ ET
BT 9.9626 0 0 9.9626 250.87 337.949 Tm /Ty9 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 257.243 336.455
Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 263.677 337.949 Tm /Ty2 1 Tf
(under) Tj ET BT 9.9626 0 0 9.9626 50.112 325.994 Tm /Ty2 1 Tf [ (softmax)
-324 (acti) 25 (v) 25 (ation) -324 (and) -324 (gradient) -324 (descent.) -532
(It) -325 (means) -324 (the) -324 (g) 5 (ap) ] TJ ET BT 9.9626 0 0 9.9626 50.112 314.039
Tm /Ty2 1 Tf (between) Tj ET BT 9.9626 0 0 9.9626 85.798 314.039 Tm /Ty9 1
Tf (!) Tj ET BT 6.9738 0 0 6.9738 92.171 312.544 Tm /Ty13 1 Tf (i) Tj ET BT
9.9626 0 0 9.9626 97.978 314.039 Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 114.855 314.039
Tm /Ty9 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 121.228 312.544 Tm /Ty13 1 Tf
(j) Tj ET BT 9.9626 0 0 9.9626 127.917 314.039 Tm /Ty2 1 Tf [ (w) 10 (ould)
-250 (be) -250 (e) 15 (xpanded.) -310 (F) 15 (ormally) 65 (,) -250 (we) -250
(ha) 20 (v) 15 (e) ] TJ ET BT 9.9626 0 0 9.9626 50.112 289.01 Tm /Ty1 1 Tf
[ (Theor) 18 (em) -250 (4.2) ] TJ ET BT 9.9626 0 0 9.9626 108.592 289.01 Tm
/Ty6 1 Tf [ (F) 105 (or) -400 (function) ] TJ ET BT 9.9626 0 0 9.9626 163.118 289.01
Tm /Ty16 1 Tf (L) Tj ET BT 9.9626 0 0 9.9626 175.525 289.01 Tm /Ty12 1 Tf
(=) Tj ET BT 9.9626 0 0 9.9626 188.81 289.01 Tm /Ty8 1 Tf (g) Tj ET BT 9.9626 0 0 9.9626 193.919 289.01
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 197.793 296.482 Tm /Ty24 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 208.31 286.021 Tm /Ty13 1 Tf (i) Tj ET BT 6.9738 0 0 6.9738 221.492 293.841
Tm /Ty13 1 Tf [ (ex) -0.8 (p) ] TJ ET BT 6.9738 0 0 6.9738 233.897 293.841
Tm /Ty21 1 Tf (\() Tj ET BT 6.9738 0 0 6.9738 237.01 293.841 Tm /Ty14 1 Tf
(!) Tj ET BT 4.9813 0 0 4.9813 242.19 292.845 Tm /Ty17 1 Tf (i) Tj ET BT 6.9738 0 0 6.9738 245.346 293.841
Tm /Ty21 1 Tf (\)) Tj ET q 1 0 0 1 214.482 291.5 cm 0 0 m 40.987 0 l S Q BT
6.9738 0 0 6.9738 214.482 290.805 Tm /Ty30 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 222.854 283.333
Tm /Ty17 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 227.936 285.574 Tm /Ty13 1 Tf
[ (ex) -0.8 (p) ] TJ ET BT 6.9738 0 0 6.9738 240.341 285.574 Tm /Ty21 1 Tf
(\() Tj ET BT 6.9738 0 0 6.9738 243.454 285.574 Tm /Ty14 1 Tf (!) Tj ET BT
4.9813 0 0 4.9813 248.634 284.578 Tm /Ty17 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 252.356 285.574
Tm /Ty21 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 256.665 289.01 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 262.358 287.515 Tm /Ty13 1 Tf (i) Tj ET BT
9.9626 0 0 9.9626 265.675 289.01 Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 269.55 289.01
Tm /Ty6 1 Tf [ (,) -438 (let) ] TJ ET BT 9.9626 0 0 9.9626 50.112 270.3 Tm
/Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 55.124 268.805 Tm /Ty13 1 Tf (i)
Tj ET BT 9.9626 0 0 9.9626 62.88 270.3 Tm /Ty12 1 Tf (=) Tj ET BT 6.9738 0 0 6.9738 83.273 275.131
Tm /Ty13 1 Tf [ (ex) -0.8 (p) ] TJ ET BT 6.9738 0 0 6.9738 95.678 275.131
Tm /Ty21 1 Tf (\() Tj ET BT 6.9738 0 0 6.9738 98.791 275.131 Tm /Ty14 1 Tf
(!) Tj ET BT 4.9813 0 0 4.9813 103.971 274.135 Tm /Ty17 1 Tf (i) Tj ET BT
6.9738 0 0 6.9738 107.127 275.131 Tm /Ty21 1 Tf (\)) Tj ET q 1 0 0 1 76.264 272.79
cm 0 0 m 40.987 0 l S Q BT 6.9738 0 0 6.9738 76.264 272.095 Tm /Ty30 1 Tf
(!) Tj ET BT 4.9813 0 0 4.9813 84.635 264.622 Tm /Ty17 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 89.717 266.864
Tm /Ty13 1 Tf [ (ex) -0.8 (p) ] TJ ET BT 6.9738 0 0 6.9738 102.122 266.864
Tm /Ty21 1 Tf (\() Tj ET BT 6.9738 0 0 6.9738 105.235 266.864 Tm /Ty14 1 Tf
(!) Tj ET BT 4.9813 0 0 4.9813 110.415 265.868 Tm /Ty17 1 Tf (j) Tj ET BT
6.9738 0 0 6.9738 114.137 266.864 Tm /Ty21 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 118.446 270.3
Tm /Ty6 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 125.188 270.3 Tm /Ty12 1 Tf
Tj ET BT 9.9626 0 0 9.9626 124.555 270.3 Tm /Ty8 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 134.688 270.3
Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 146.876 277.772 Tm /Ty24 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 157.392 267.311 Tm /Ty13 1 Tf (i) Tj ET BT
9.9626 0 0 9.9626 162.369 270.3 Tm /Ty8 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 167.382 268.805
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 170.699 270.3 Tm /Ty8 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 176.393 268.805 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 179.709 270.3
Tm /Ty6 1 Tf [ (,) -363 (if) ] TJ ET BT 6.9738 0 0 6.9738 195.947 274.222
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 200.631 274.222 Tm /Ty10 1 Tf
(L) Tj ET q 1 0 0 1 195.947 272.79 cm 0 0 m 10.205 0 l S Q BT 6.9738 0 0 6.9738 196.449 266.864
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 201.62 266.864 Tm /Ty21 1 Tf
Tj ET BT 6.9738 0 0 6.9738 201.132 266.864 Tm /Ty13 1 Tf (x) Tj ET BT
6.9738 0 0 6.9738 207.347 276.602 Tm /Ty13 1 Tf (T) Tj ET BT 9.9626 0 0 9.9626 213.623 270.3
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 219.317 268.805 Tm /Ty13 1 Tf
(j) Tj ET BT 9.9626 0 0 9.9626 227.954 270.3 Tm /Ty8 1 Tf (<) Tj ET BT 6.9738 0 0 6.9738 241.337 274.222
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 246.021 274.222 Tm /Ty10 1 Tf
(L) Tj ET q 1 0 0 1 241.337 272.79 cm 0 0 m 10.205 0 l S Q BT 6.9738 0 0 6.9738 241.839 266.864
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 247.01 266.864 Tm /Ty21 1 Tf
Tj ET BT 6.9738 0 0 6.9738 246.523 266.864 Tm /Ty13 1 Tf (x) Tj ET BT
6.9738 0 0 6.9738 252.738 276.602 Tm /Ty13 1 Tf (T) Tj ET BT 9.9626 0 0 9.9626 259.014 270.3
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 264.708 268.805 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 271.418 270.3 Tm /Ty6 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 50.112 253.892
Tm /Ty9 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 56.485 252.398 Tm /Ty13 1 Tf (j)
Tj ET BT 9.9626 0 0 9.9626 63.45 253.892 Tm /Ty20 1 Tf (&) Tj ET BT 9.9626 0 0 9.9626 73.966 253.892
Tm /Ty9 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 80.339 252.398 Tm /Ty13 1 Tf (i)
Tj ET BT 9.9626 0 0 9.9626 83.656 253.892 Tm /Ty6 1 Tf [ (,) -250 (then) ]
TJ ET BT 6.9738 0 0 6.9738 111.169 257.815 Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 115.853 257.815
Tm /Ty10 1 Tf (L) Tj ET q 1 0 0 1 109.479 256.383 cm 0 0 m 13.585 0 l S Q
BT 0.0621 Tc 6.9738 0 0 6.9738 109.479 250.457 Tm /Ty14 1 Tf ("!) Tj 0 Tc
ET BT 4.9813 0 0 4.9813 119.342 252.449 Tm /Ty17 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 127.027 253.892
Tm /Ty20 1 Tf ($) Tj ET BT 6.9738 0 0 6.9738 140.145 257.815 Tm /Ty14 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 144.829 257.815 Tm /Ty10 1 Tf (L) Tj ET q 1 0 0 1 138.738 256.383
cm 0 0 m 13.019 0 l S Q BT 0.0621 Tc 6.9738 0 0 6.9738 138.738 250.457 Tm
/Ty14 1 Tf ("!) Tj 0 Tc ET BT 4.9813 0 0 4.9813 148.601 249.46 Tm /Ty17 1
Tf (i) Tj ET BT 9.9626 0 0 9.9626 50.112 231.604 Tm /Ty2 1 Tf [ (The) -418
(proof) -419 (is) -418 (included) -418 (in) -419 (Appendix.) -815 (On) -418
(the) -418 (early) -419 (stage,) ] TJ ET BT 6.9738 0 0 6.9738 51.307 221.306
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 55.991 221.306 Tm /Ty10 1 Tf
(L) Tj ET q 1 0 0 1 51.307 219.874 cm 0 0 m 10.205 0 l S Q BT 6.9738 0 0 6.9738 51.809 213.947
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 56.98 213.947 Tm /Ty21 1 Tf
Tj ET BT 6.9738 0 0 6.9738 56.493 213.947 Tm /Ty13 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 62.708 223.686
Tm /Ty13 1 Tf (T) Tj ET BT 9.9626 0 0 9.9626 68.984 217.383 Tm /Ty8 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 74.678 215.889 Tm /Ty13 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 87.618 217.383
Tm /Ty20 1 Tf ($) Tj ET BT 6.9738 0 0 6.9738 107.557 221.306 Tm /Ty14 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 112.241 221.306 Tm /Ty10 1 Tf (L) Tj ET q 1 0 0 1 105.305 219.874
cm 0 0 m 14.71 0 l S Q BT 6.9738 0 0 6.9738 105.305 213.88 Tm /Ty14 1 Tf (")
Tj ET BT 6.9738 0 0 6.9738 110.476 213.88 Tm /Ty21 1 Tf Tj ET BT 6.9738 0 0 6.9738 109.988 213.88
Tm /Ty13 1 Tf (x) Tj ET BT 4.9813 0 0 4.9813 114.506 215.872 Tm /Ty17 1 Tf
(T) Tj ET BT 9.9626 0 0 9.9626 121.21 217.383 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 126.904 215.889
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 135.938 217.383 Tm /Ty2 1 Tf
[ (for) -574 (learnable) -574 (operation) ] TJ ET BT 9.9626 0 0 9.9626 238.848 217.383
Tm /Ty8 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 247.997 217.383 Tm /Ty2 1 Tf [
(and) -574 (non-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 205.428 Tm /Ty2 1 Tf
[ (learnable) -589 (operation) ] TJ ET BT 9.9626 0 0 9.9626 135.986 205.428
Tm /Ty8 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 140.659 205.428 Tm /Ty2 1 Tf [
(.) -1327 (Theorem) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 198.193 205.428
Tm /Ty2 1 Tf (4.2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 216.5142 205.428
Tm /Ty2 1 Tf [ (indicates) -589 (that) -589 (in) ] TJ ET BT 9.9626 0 0 9.9626 50.112 193.473
Tm /Ty2 1 Tf [ (D) 40 (AR) 60 (TS,) -227 (on) -227 (the) -226 (early) -227
(training) -227 (stage,) -231 (once) -227 (one) -227 (non-learnable) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 181.517 Tm /Ty2 1 Tf [ (operation) -363 (is)
-364 (superior) -363 (to) -363 (others,) -392 (the) -364 (probability) -363
(of) -363 (this) -364 (op-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 169.562 Tm
/Ty2 1 Tf [ (eration) -321 (will) -320 (become) -321 (increasingly) -320 (lar)
18 (ger) 40 (,) -339 (and) -320 (after) -321 (some) -321 (it-) ] TJ ET BT
9.9626 0 0 9.9626 50.112 157.607 Tm /Ty2 1 Tf [ (erations,) -307 (it) -296
(will) -295 (be) -296 (nearly) -296 (1,) -307 (which) -296 (leads) -295 (to)
-296 (the) -296 (irre) 25 (v) 15 (ersible) ] TJ ET BT 9.9626 0 0 9.9626 50.112 145.652
Tm /Ty2 1 Tf [ (performance) -292 (collapse.) -436 (Moreo) 15 (v) 15 (er)
40 (,) -303 (we) -292 (could) -292 (get) -293 (the) -292 (con) 40 (v) 15 (er)
20 (-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 133.697 Tm /Ty2 1 Tf [ (gence)
-250 (speed) -250 (as) -250 (follo) 25 (ws.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 110.621
Tm /Ty1 1 Tf [ (Theor) 18 (em) -250 (4.3) ] TJ ET BT 9.9626 0 0 9.9626 108.592 110.621
Tm /Ty6 1 Tf (Given) Tj ET BT 9.9626 0 0 9.9626 136.323 110.621 Tm /Ty8 1
Tf (n) Tj ET BT 9.9626 0 0 9.9626 146.244 110.621 Tm /Ty6 1 Tf [ (oper) 15
(ations,) -432 (learning) -395 (r) 15 (ate) ] TJ ET BT 9.9626 0 0 9.9626 253.051 110.621
Tm /Ty9 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 258.355 110.621 Tm /Ty6 1 Tf (,)
Tj ET BT 9.9626 0 0 9.9626 265.149 110.621 Tm /Ty8 1 Tf (i) Tj ET BT 6.9738 0 0 6.9738 268.581 114.237
Tm /Ty11 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 278.613 110.621 Tm /Ty12 1 Tf
(=) Tj ET BT 9.9626 0 0 9.9626 50.112 96.5 Tm /Ty12 1 Tf [ (ar) -0.7 (g) -181
(m) -0.3 (i) -0.8 (n) ] TJ ET BT 6.9738 0 0 6.9738 82.38 94.065 Tm /Ty13 1
Tf (i) Tj ET BT 6.9738 0 0 6.9738 88.553 100.422 Tm /Ty14 1 Tf (") Tj ET BT
6.9738 0 0 6.9738 93.236 100.422 Tm /Ty10 1 Tf (L) Tj ET q 1 0 0 1 88.553 98.991
cm 0 0 m 10.205 0 l S Q BT 6.9738 0 0 6.9738 89.054 93.064 Tm /Ty14 1 Tf (")
Tj ET BT 6.9738 0 0 6.9738 94.226 93.064 Tm /Ty21 1 Tf Tj ET BT 6.9738 0 0 6.9738 93.738 93.064
Tm /Ty13 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 99.953 102.802 Tm /Ty13 1 Tf
(T) Tj ET BT 9.9626 0 0 9.9626 106.229 96.5 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 111.923 95.005
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 115.24 96.5 Tm /Ty6 1 Tf [ (,)
-313 (we) -300 (dene) -300 (the) -300 (mar) 37 (gin) -300 (between) -300
(oper) 15 (ations) ] TJ ET BT 9.9626 0 0 9.9626 50.112 81 Tm /Ty6 1 Tf (as)
Tj ET BT 9.9626 0 0 9.9626 62.171 81 Tm /Ty9 1 Tf (&) Tj ET BT 0.4108 Tc 9.9626 0 0 9.9626 71.062 81
Tm /Ty12 1 Tf [ (=m) 411 (i) 410 (n) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 99.501 79.506
Tm /Ty13 1 Tf (i) Tj ET BT 6.9738 0 0 6.9738 102.32 79.506 Tm /Ty11 1 Tf ($)
Tj ET BT 6.9738 0 0 6.9738 102.32 79.506 Tm /Ty21 1 Tf (=) Tj ET BT 6.9738 0 0 6.9738 108.436 79.506
Tm /Ty13 1 Tf (i) Tj ET BT 4.9813 0 0 4.9813 111.255 81.498 Tm /Ty26 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 118.774 84.923 Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 123.457 84.923
Tm /Ty10 1 Tf (L) Tj ET q 1 0 0 1 118.774 83.491 cm 0 0 m 10.205 0 l S Q BT
6.9738 0 0 6.9738 119.276 77.564 Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 124.447 77.564
Tm /Ty21 1 Tf Tj ET BT 6.9738 0 0 6.9738 123.959 77.564 Tm /Ty13 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 130.174 87.303 Tm /Ty13 1 Tf (T) Tj ET BT 9.9626 0 0 9.9626 136.45 81
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 140.325 81 Tm /Ty8 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 146.018 79.506 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 152.077 81
Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 162.567 81 Tm /Ty8 1 Tf (x) Tj
ET BT 6.9738 0 0 6.9738 168.261 79.506 Tm /Ty13 1 Tf (i) Tj ET BT 4.9813 0 0 4.9813 171.079 81.498
Tm /Ty26 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 175.742 81 Tm /Ty12 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 183.703 81 Tm /Ty20 1 Tf (&) Tj ET BT 9.9626 0 0 9.9626 195.537 81
Tm /Ty12 1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 200.519 81 Tm /Ty6 1 Tf [ (,)
-339 (if) ] TJ ET BT 9.9626 0 0 9.9626 215.132 81 Tm /Ty9 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 221.505 79.506 Tm /Ty13 1 Tf (i) Tj ET BT 4.9813 0 0 4.9813 224.324 81.498
Tm /Ty26 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 233.073 81 Tm /Ty20 1 Tf (&)
Tj ET BT 9.9626 0 0 9.9626 244.908 81 Tm /Ty9 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 251.281 79.506
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 254.598 81 Tm /Ty6 1 Tf [ (,)
-339 (then) ] TJ ET BT 9.9626 0 0 9.9626 280.827 81 Tm /Ty20 1 Tf (%) Tj ET
BT 0.4289 Tc 9.9626 0 0 9.9626 308.862 710.037 Tm /Ty9 1 Tf (') Tj /Ty8 1
Tf (>) Tj 0 Tc ET BT 9.9626 0 0 9.9626 329.175 710.037 Tm /Ty12 1 Tf (0) Tj
ET BT 9.9626 0 0 9.9626 334.156 710.037 Tm /Ty6 1 Tf [ (,) -351 (it) -331
(ac) 15 (hie) 15 (ves) ] TJ ET BT 9.9626 0 0 9.9626 386.28 710.037 Tm /Ty8
1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 391.293 708.543 Tm /Ty13 1 Tf (i) Tj ET
BT 4.9813 0 0 4.9813 394.112 710.535 Tm /Ty26 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 403.035 710.037
Tm /Ty8 1 Tf (>) Tj ET BT 9.9626 0 0 9.9626 415.044 710.037 Tm /Ty12 1 Tf
(1) Tj ET BT 9.9626 0 0 9.9626 422.836 710.037 Tm /Ty20 1 Tf (#) Tj ET BT
9.9626 0 0 9.9626 433.396 710.037 Tm /Ty9 1 Tf (') Tj ET BT 9.9626 0 0 9.9626 440.737 710.037
Tm /Ty6 1 Tf [ (under) -331 (gr) 15 (adient) -331 (descent) -331 (in) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 698.082 Tm /Ty6 1 Tf [ (iter) 15 (ations)
] TJ ET BT 9.9626 0 0 9.9626 388.04 682.73 Tm /Ty8 1 Tf (t) Tj ET BT 9.9626 0 0 9.9626 394.405 682.73
Tm /Ty20 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 406.117 689.469 Tm /Ty8 1 Tf
(n) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 413.757 689.469 Tm /Ty12 1 Tf (ln\(\(1)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 437.003 689.469 Tm /Ty20 1 Tf (#) Tj ET BT
9.9626 0 0 9.9626 446.966 689.469 Tm /Ty9 1 Tf (') Tj ET BT 9.9626 0 0 9.9626 451.01 689.469
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 454.884 689.469 Tm /Ty8 1 Tf
(n) Tj ET BT 9.9626 0 0 9.9626 460.864 689.469 Tm /Ty12 1 Tf (\)) Tj ET q
1 0 0 1 406.117 685.22 cm 0 0 m 58.622 0 l S Q BT 0.0365 Tc 9.9626 0 0 9.9626 430.373 675.896
Tm /Ty9 1 Tf (%&) Tj 0 Tc ET BT 9.9626 0 0 9.9626 528.514 682.73 Tm /Ty2 1
Tf (\(15\)) Tj ET BT 9.9626 0 0 9.9626 308.862 659.221 Tm /Ty2 1 Tf [ (The)
-228 (proof) -227 (is) -228 (included) -228 (in) -227 (Appendix.) -303 (It)
-228 (sho) 25 (ws) -227 (that) -228 (fe) 25 (wer) -228 (can-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 647.266
Tm /Ty2 1 Tf [ (didate) -406 (choices,) -444 (a) -406 (bigger) -405 (mar)
18 (gin) -406 (and) -406 (lar) 18 (ger) -405 (learning) -406 (rates) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 635.311 Tm /Ty2 1 Tf [ (w) 10 (ould) -343
(cause) -343 (performance) -343 (collapse) -342 (earlier) 55 (.) -589 (It)
-343 (is) -343 (consistent) ] TJ ET BT 9.9626 0 0 9.9626 308.862 623.356 Tm
/Ty2 1 Tf [ (with) -444 (the) -444 (empirical) -444 (results) -443 (that)
-444 (when) -444 (the) -444 (learning) -444 (rate) -444 (is) ] TJ ET BT 9.9626 0 0 9.9626 308.862 611.401
Tm /Ty2 1 Tf [ (lo) 25 (wer) 40 (,) -219 (D) 40 (AR) 60 (TS) -212 (will) -212
(perform) -212 (better) -212 (on) -212 (N) 35 (AS-Benchmark-201) ] TJ ET BT
9.9626 0 0 9.9626 308.862 599.445 Tm /Ty2 1 Tf [ (if) -250 (the) -250 (total)
-250 (epoch) -250 (is) -250 15 (ed) -250 (to) -250 (50.) ] TJ ET BT 10.9589 0 0 10.9589 308.862 580.032
Tm /Ty1 1 Tf [ (4.3.) -250 (Solution:) -361 (Single-D) 35 (AR) 40 (TS) ] TJ
ET BT 9.9626 0 0 9.9626 320.817 562.099 Tm /Ty2 1 Tf [ (The) -331 (analysis)
-330 (abo) 15 (v) 15 (e) -331 (indicates) -330 (that) -331 (it) -330 (is)
-331 (the) -330 (bi-le) 25 (v) 15 (el) -331 (opti-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 550.144
Tm /Ty2 1 Tf [ (mization) -233 (in) -233 (D) 40 (AR) 60 (TS) -233 (that) -232
(plays) -233 (a) -233 (crucial) -233 (role) -233 (in) -233 (performance) ]
TJ ET BT 9.9626 0 0 9.9626 308.862 538.189 Tm /Ty2 1 Tf [ (collapse.) -496
(In) -313 (thi) 1 (s) -313 (paper) 40 (,) -327 (we) -312 (propose) -313 (Single-D)
40 (AR) 60 (TS,) -312 (which) ] TJ ET BT 9.9626 0 0 9.9626 308.862 526.233
Tm /Ty2 1 Tf [ (optimizes) -279 (the) -279 (netw) 10 (ork) -279 (weights)
-279 (and) -279 (architecture) -279 (parameters) ] TJ ET BT 9.9626 0 0 9.9626 308.862 514.278
Tm /Ty2 1 Tf [ (by) -250 (the) -250 (same) -250 (batch) -250 (of) -250 (data.)
] TJ ET BT 9.9626 0 0 9.9626 350.165 492.125 Tm /Ty9 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 356.575 496.239
Tm /Ty13 1 Tf (t) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 360.083 492.125 Tm
/Ty8 1 Tf (,w) Tj 0 Tc ET BT 6.9738 0 0 6.9738 371.911 496.239 Tm /Ty13 1
Tf (t) Tj ET BT 9.9626 0 0 9.9626 375.419 492.125 Tm /Ty20 1 Tf (#) Tj ET
BT 9.9626 0 0 9.9626 385.935 492.125 Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 396.451 492.125
Tm /Ty9 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 401.755 492.125 Tm /Ty20 1 Tf
(!) Tj ET BT 0.0007 Tc 6.9738 0 0 6.9738 410.058 490.631 Tm /Ty14 1 Tf (!)
Tj /Ty13 1 Tf (,w) Tj 0 Tc ET BT 9.9626 0 0 9.9626 424.052 492.125 Tm /Ty16
1 Tf (L) Tj ET BT 0.0006 Tc 6.9738 0 0 6.9738 430.924 490.631 Tm /Ty13 1 Tf
[ (tr) -31 (ain) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 450.41 492.125 Tm /Ty12
1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 454.284 492.125 Tm /Ty9 1 Tf (!) Tj ET
BT 6.9738 0 0 6.9738 460.694 496.239 Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 463.704 496.239
Tm /Ty11 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 469.931 496.239 Tm /Ty21 1 Tf
(1) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 474.4 492.125 Tm /Ty8 1 Tf (,w) Tj
0 Tc ET BT 6.9738 0 0 6.9738 486.228 496.239 Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 489.238 496.239
Tm /Ty11 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 495.465 496.239 Tm /Ty21 1 Tf
(1) Tj ET BT 9.9626 0 0 9.9626 499.934 492.125 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 528.514 492.145 Tm /Ty2 1 Tf (\(16\)) Tj ET BT 9.9626 0 0 9.9626 308.862 470.012
Tm /Ty2 1 Tf [ (Under) -250 (this) -250 (frame) 25 (w) 10 (ork,) -250 (we)
-250 (ha) 20 (v) 15 (e) ] TJ ET BT 9.9626 0 0 9.9626 310.882 447.072 Tm /Ty9
1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 316.724 447.072 Tm /Ty16 1 Tf (L) Tj ET
q 1 0 0 1 310.057 442.823 cm 0 0 m 14.363 0 l S Q BT 0.0569 Tc 9.9626 0 0 9.9626 310.057 433.499
Tm /Ty9 1 Tf ($) Tj /Ty8 1 Tf (p) Tj 0 Tc ET BT 6.9738 0 0 6.9738 320.913 436.93
Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 320.913 430.722 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 328.383 440.332 Tm /Ty12 1 Tf (=) Tj ET BT
9.9626 0 0 9.9626 342.149 447.072 Tm /Ty12 1 Tf (1) Tj ET q 1 0 0 1 340.095 442.823
cm 0 0 m 9.091 0 l S Q BT 9.9626 0 0 9.9626 340.095 433.499 Tm /Ty8 1 Tf (N)
Tj ET BT 6.9738 0 0 6.9738 355.708 452.786 Tm /Ty13 1 Tf (N) Tj ET BT 9.9626 0 0 9.9626 352.041 449.797
Tm /Ty24 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 352.343 428.578 Tm /Ty13 1 Tf
(j) Tj ET BT 6.9738 0 0 6.9738 356.043 428.578 Tm /Ty21 1 Tf (=1) Tj ET BT
9.9626 0 0 9.9626 369.288 447.223 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 375.131 447.223
Tm /Ty16 1 Tf (L) Tj ET BT 9.9626 0 0 9.9626 382.002 447.223 Tm /Ty12 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 385.876 447.223 Tm /Ty8 1 Tf (x) Tj ET BT
6.9738 0 0 6.9738 391.57 452.011 Tm /Ty13 1 Tf (j) Tj ET BT 0.0364 Tc 6.9738 0 0 6.9738 391.57 444.218
Tm /Ty13 1 Tf [ (va) 36 (l) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 403.185 447.223
Tm /Ty12 1 Tf (\)) Tj ET q 1 0 0 1 369.288 442.823 cm 0 0 m 37.772 0 l S Q
BT 9.9626 0 0 9.9626 382.405 433.499 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 388.881 433.499
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 388.248 433.499 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 408.255 454.162 Tm /Ty13 1 Tf (T) Tj ET BT
9.9626 0 0 9.9626 414.531 440.332 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 418.405 440.332
Tm /Ty8 1 Tf (W) Tj ET BT 6.9738 0 0 6.9738 429.198 444.594 Tm /Ty13 1 Tf
(t) Tj ET BT 6.9738 0 0 6.9738 432.208 444.594 Tm /Ty11 1 Tf (#) Tj ET BT
6.9738 0 0 6.9738 438.435 444.594 Tm /Ty21 1 Tf (1) Tj ET BT 6.9738 0 0 6.9738 427.815 437.555
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 442.904 440.332 Tm /Ty8 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 448.598 445.12 Tm /Ty13 1 Tf (j) Tj ET BT 0.0364
Tc 6.9738 0 0 6.9738 448.598 437.327 Tm /Ty13 1 Tf [ (va) 36 (l) ] TJ 0 Tc
ET BT 9.9626 0 0 9.9626 460.213 440.332 Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 327.83 403.796
Tm /Ty20 1 Tf (#) Tj ET BT 0.0365 Tc 9.9626 0 0 9.9626 338.988 410.536 Tm
/Ty9 1 Tf (%) Tj /Ty8 1 Tf (p) Tj 0 Tc ET BT 6.9738 0 0 6.9738 349.304 414.798
Tm /Ty13 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 352.314 414.798 Tm /Ty11 1 Tf
(#) Tj ET BT 6.9738 0 0 6.9738 358.541 414.798 Tm /Ty21 1 Tf (1) Tj ET BT
6.9738 0 0 6.9738 349.304 407.759 Tm /Ty13 1 Tf (i) Tj ET q 1 0 0 1 338.988 406.287
cm 0 0 m 24.022 0 l S Q BT 9.9626 0 0 9.9626 344.219 396.962 Tm /Ty8 1 Tf
(N) Tj ET BT 6.9738 0 0 6.9738 353.31 399.84 Tm /Ty21 1 Tf (2) Tj ET BT 6.9738 0 0 6.9738 369.532 416.249
Tm /Ty13 1 Tf (N) Tj ET BT 9.9626 0 0 9.9626 365.866 413.261 Tm /Ty24 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 366.168 392.041 Tm /Ty13 1 Tf (j) Tj ET BT
6.9738 0 0 6.9738 369.867 392.041 Tm /Ty21 1 Tf (=1) Tj ET BT 9.9626 0 0 9.9626 380.256 403.796
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 385.326 410.536 Tm /Ty9 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 391.169 410.536 Tm /Ty16 1 Tf (L) Tj ET BT
9.9626 0 0 9.9626 398.04 410.536 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 401.915 410.536
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 407.609 415.323 Tm /Ty13 1 Tf
(j) Tj ET BT 0.0006 Tc 6.9738 0 0 6.9738 407.609 407.759 Tm /Ty13 1 Tf [ (tr)
-31 (ain) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 427.095 410.536 Tm /Ty12 1 Tf
(\)) Tj ET q 1 0 0 1 385.326 406.287 cm 0 0 m 45.643 0 l S Q BT 9.9626 0 0 9.9626 402.38 396.962
Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 408.855 396.962 Tm /Ty12 1 Tf
Tj ET BT 9.9626 0 0 9.9626 408.222 396.962 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 432.165 417.475
Tm /Ty13 1 Tf (T) Tj ET BT 9.9626 0 0 9.9626 439.637 410.536 Tm /Ty9 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 445.479 410.536 Tm /Ty16 1 Tf (L) Tj ET BT
9.9626 0 0 9.9626 452.351 410.536 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 456.225 410.536
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 461.919 415.323 Tm /Ty13 1 Tf
(j) Tj ET BT 0.0006 Tc 6.9738 0 0 6.9738 461.919 407.759 Tm /Ty13 1 Tf [ (tr)
-31 (ain) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 481.405 410.536 Tm /Ty12 1 Tf
(\)) Tj ET q 1 0 0 1 439.637 406.287 cm 0 0 m 45.643 0 l S Q BT 9.9626 0 0 9.9626 456.69 396.962
Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 463.166 396.962 Tm /Ty12 1 Tf
Tj ET BT 9.9626 0 0 9.9626 462.532 396.962 Tm /Ty8 1 Tf (x) Tj ET BT 0.0009
Tc 9.9626 0 0 9.9626 486.475 403.796 Tm /Ty12 1 Tf (\)\() Tj 0 Tc ET BT 9.9626 0 0 9.9626 494.224 403.796
Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 499.918 408.584 Tm /Ty13 1 Tf
(j) Tj ET BT 0.0006 Tc 6.9738 0 0 6.9738 499.918 401.019 Tm /Ty13 1 Tf [ (tr)
-31 (ain) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 519.404 410.735 Tm /Ty13 1 Tf
(T) Tj ET BT 9.9626 0 0 9.9626 525.68 403.796 Tm /Ty8 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 531.374 408.584
Tm /Ty13 1 Tf (j) Tj ET BT 0.0006 Tc 6.9738 0 0 6.9738 531.374 401.019 Tm
/Ty13 1 Tf [ (tr) -31 (ain) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 550.86 403.796
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 328.383 367.109 Tm /Ty8 1 Tf
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[ (of) -379 (learnable) -379 (operations) -379 (can) -379 (possi-) ] TJ ET
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-255 (5) -256 (times) -255 (and) -256 (report) -255 (the) -256 (a) 20 (v-)
] TJ ET BT 9.9626 0 0 9.9626 50.112 512.201 Tm /Ty2 1 Tf [ (erage) -250 (results.)
] TJ ET BT 9.9626 0 0 9.9626 62.067 499.837 Tm /Ty2 1 Tf [ (T) 80 (able) ]
TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 92.10424 499.837 Tm /Ty2 1 Tf
(1) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 105.2349 499.837 Tm /Ty2 1 Tf
[ (sho) 25 (ws) -818 (the) -818 (e) 15 (xperiment) -819 (res) 1 (ults) -819
(on) -818 (N) 35 (AS-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 487.882 Tm /Ty2
1 Tf [ (Benchmark-201.) -1031 (N) 35 (AS-Benchmark-201) -491 (is) -490 (a)
-491 (challenging) ] TJ ET BT 9.9626 0 0 9.9626 50.112 475.927 Tm /Ty2 1 Tf
[ (search) -218 (space,) -224 (where) -217 (D) 40 (AR) 60 (TS) -218 (performs)
-217 (poorly) 65 (,) -224 (sho) 25 (wing) -218 (v) 15 (ery) ] TJ ET BT 9.9626 0 0 9.9626 50.112 463.972
Tm /Ty2 1 Tf [ (lo) 25 (w) -218 (accurac) 15 (y) -219 (consistently) 65 (.)
-299 (On) -218 (the) -219 (contrar) 1 (y) 64 (,) -224 (by) -218 (replacing)
-219 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 452.017 Tm /Ty2 1 Tf [ (bi-le)
25 (v) 15 (el) -207 (optimization) -207 (with) -207 (single-le) 25 (v) 15
(el) -207 (optimization,) -216 (Single-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 440.062
Tm /Ty2 1 Tf [ (D) 40 (AR) 60 (TS) -490 (outperforms) -489 (all) -490 (the)
-490 (pre) 25 (vious) -490 (methods.) -1030 (Single-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 428.106
Tm /Ty2 1 Tf [ (D) 40 (AR) 60 (TS) -288 (sho) 25 (ws) -288 (v) 15 (ery) -288
(strong) -288 (stability) -288 (and) -288 (its) -289 (result) 1 (s) -289 (are)
-288 (v) 15 (ery) ] TJ ET BT 9.9626 0 0 9.9626 50.112 416.151 Tm /Ty2 1 Tf
[ (close) -311 (to) -312 (the) -311 (optimal) -312 (results.) -494 (So) -312
(Single-D) 40 (AR) 60 (TS) -311 (is) -312 (superior) ] TJ ET BT 9.9626 0 0 9.9626 50.112 404.196
Tm /Ty2 1 Tf [ (to) -250 (the) -250 (pre) 25 (vious) -250 (method) -250 (both)
-250 (in) -250 (accurac) 15 (y) -250 (and) -250 (stability) 65 (.) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 375.425 Tm /Ty1 1 Tf [ (5.1.2) -1000 (D) 35 (AR)
40 (TS) ] TJ ET BT 9.9626 0 0 9.9626 50.112 355.969 Tm /Ty2 1 Tf [ (W) 80
(e) -510 (directly) -509 (do) -510 (the) -510 (search) -510 (process) -509
(on) -510 (the) -510 (ImageNet-1k) ] TJ ET BT 9.9626 0 0 9.9626 50.112 344.014
Tm /Ty2 1 Tf [ (dataset.) -561 (Specically) 65 (,) -355 (input) -334 (images)
-333 (are) -334 (do) 25 (wnsampled) -334 (third) ] TJ ET BT 9.9626 0 0 9.9626 50.112 332.058
Tm /Ty2 1 Tf [ (times) -331 (by) -331 (con) 40 (v) 20 (olution) -331 (layers)
-330 (at) -331 (the) -331 (be) 15 (ginning) -331 (of) -331 (the) -331 (super)
20 (-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 320.103 Tm /Ty2 1 Tf [ (model)
-343 (to) -343 (reduce) -344 (spat) 1 (ial) -344 (resolution) -343 (which)
-343 (follo) 25 (ws) -343 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 256.4175 320.103
Tm /Ty2 1 Tf (25) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 266.3801 320.103
Tm /Ty2 1 Tf [ (].) -590 (In) ] TJ ET BT 9.9626 0 0 9.9626 50.112 308.148
Tm /Ty2 1 Tf [ (the) -367 (search) -367 (phase,) -396 (we) -367 (train) -366
(the) -367 (supermodel) -367 (for) -367 (50) -367 (epochs.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 296.193
Tm /Ty2 1 Tf [ (W) 80 (e) -408 (set) -408 (batch) -408 (size) -408 (as) -408
(360,) -448 (learning) -408 (rate) -408 (as) -408 (0.025,) -448 (weight) ]
TJ ET BT 9.9626 0 0 9.9626 50.112 284.238 Tm /Ty2 1 Tf [ (decay) -354 (as)
] TJ ET BT 9.9626 0 0 9.9626 88.707 284.238 Tm /Ty12 1 Tf (3) Tj ET BT 9.9626 0 0 9.9626 96.673 284.238
Tm /Ty20 1 Tf (') Tj ET BT 9.9626 0 0 9.9626 107.407 284.238 Tm /Ty12 1 Tf
(10) Tj ET BT 6.9738 0 0 6.9738 117.37 287.853 Tm /Ty11 1 Tf (#) Tj ET BT
6.9738 0 0 6.9738 123.596 287.853 Tm /Ty21 1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 128.066 284.238
Tm /Ty2 1 Tf [ (,) -381 (and) -354 (the) -355 (cosine) -354 (scheduler) -355
(for) -354 (netw) 10 (ork) ] TJ ET BT 9.9626 0 0 9.9626 50.112 272.283 Tm
/Ty2 1 Tf [ (weights.) -638 (And) -359 (we) -360 (use) -359 (Adam) -359 (with)
-359 (a) -360 15 (ed) -359 (learning) -359 (rate) -360 (of) ] TJ ET BT
9.9626 0 0 9.9626 50.112 260.327 Tm /Ty12 1 Tf (3) Tj ET BT 9.9626 0 0 9.9626 57.564 260.327
Tm /Ty20 1 Tf (') Tj ET BT 9.9626 0 0 9.9626 67.784 260.327 Tm /Ty12 1 Tf
(10) Tj ET BT 6.9738 0 0 6.9738 77.746 263.943 Tm /Ty11 1 Tf (#) Tj ET BT
6.9738 0 0 6.9738 83.973 263.943 Tm /Ty21 1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 91.28 260.327
Tm /Ty2 1 Tf [ (and) -285 (a) -285 (momentum) -284 (of) -285 (\(0.5,) -294
(0.999\)) -285 (for) -284 (architecture) ] TJ ET BT 9.9626 0 0 9.9626 50.112 248.372
Tm /Ty2 1 Tf [ (parameters,) -274 (and) -270 (weight) -269 (decay) -270 (is)
-269 (set) -269 (to) -270 (0) -269 (to) -270 (a) 20 (v) 20 (oid) -269 (e)
15 (xtra) -270 (gra-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 236.417 Tm /Ty2
1 Tf [ (dients) -329 (on) -329 (zero) -329 (operations.) -546 (F) 15 (or)
-329 (sigmoid,) ] TJ ET BT 9.9626 0 0 9.9626 215.329 236.417 Tm /Ty9 1 Tf
(!) Tj ET BT 9.9626 0 0 9.9626 225.015 236.417 Tm /Ty2 1 Tf [ (is) -329 (initialized)
-329 (as) ] TJ ET BT 9.9626 0 0 9.9626 50.112 224.462 Tm /Ty20 1 Tf (#) Tj
ET BT 9.9626 0 0 9.9626 59.521 224.462 Tm /Ty12 1 Tf [ (l) -0.8 (n) -0.6 (\()
-0.9 (7\)) ] TJ ET BT 9.9626 0 0 9.9626 82.798 224.462 Tm /Ty2 1 Tf [ (such)
-225 (that) ] TJ ET BT 9.9626 0 0 9.9626 120.493 224.462 Tm /Ty8 1 Tf [ (s)
-0.8 (i) -0.5 (g) -37 (mo) -0.7 (i) -0.5 (d) ] TJ ET BT 9.9626 0 0 9.9626 155.899 224.462
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 159.773 224.462 Tm /Ty9 1 Tf
(!) Tj ET BT 0.2789 Tc 9.9626 0 0 9.9626 166.183 224.462 Tm /Ty12 1 Tf (\)=0)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 188.322 224.462 Tm /Ty8 1 Tf (.) Tj ET BT
9.9626 0 0 9.9626 191.09 224.462 Tm /Ty12 1 Tf (125) Tj ET BT 9.9626 0 0 9.9626 208.279 224.462
Tm /Ty2 1 Tf [ (\(from) -225 (our) -226 (empirical) ] TJ ET BT 9.9626 0 0 9.9626 50.112 212.507
Tm /Ty2 1 Tf [ (e) 15 (xperiments) -287 (setting) ] TJ ET BT 9.9626 0 0 9.9626 130.944 212.507
Tm /Ty9 1 Tf (!) Tj ET BT 0.3468 Tc 9.9626 0 0 9.9626 140.801 212.507 Tm /Ty12
1 Tf (=0) Tj 0 Tc ET BT 9.9626 0 0 9.9626 159.836 212.507 Tm /Ty2 1 Tf [ (could)
-287 (be) -287 (w) 10 (orse) -286 (than) -287 (using) -287 (soft-) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 200.551 Tm /Ty2 1 Tf [ (max,) -222 (more) -214
(comparisons) -214 (are) -215 (sho) 25 (wn) -214 (in) ] TJ ET /Cs1 cs 1 0
0 sc BT 9.9626 0 0 9.9626 199.1625 200.551 Tm /Ty2 1 Tf (5) Tj ET /Cs2 cs
0 sc BT 9.9626 0 0 9.9626 206.2758 200.551 Tm /Ty2 1 Tf [ (and) -215 (Appendix\).)
-298 (The) ] TJ ET BT 9.9626 0 0 9.9626 50.112 188.596 Tm /Ty2 1 Tf [ (search)
-283 (phase) -283 (costs) -283 (4) -283 (GPUs) -283 (for) -283 (about) -283
(28) -283 (hours) -283 (on) -283 (NVIDIA) ] TJ ET BT 9.9626 0 0 9.9626 50.112 176.641
Tm /Ty2 1 Tf [ (GeF) 15 (orce) -263 (R) 60 (TX) -264 (2080ti.) -350 (In) -263
(the) -263 (retraining) -263 (phase,) -267 (we) -263 (adopt) -264 (the) ]
TJ ET BT 9.9626 0 0 9.9626 50.112 164.686 Tm /Ty2 1 Tf [ (training) -197 (s)
1 (trate) 15 (gy) -197 (as) -197 (pre) 25 (vious) -196 (w) 10 (orks) -197
([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 192.2185 164.686 Tm /Ty2
1 Tf (20) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 202.1811 164.686 Tm /Ty2
1 Tf [ (]) -196 (to) -197 (train) -196 (the) -197 (searched) ] TJ ET BT 9.9626 0 0 9.9626 50.112 152.731
Tm /Ty2 1 Tf [ (architecture) -367 (from) -367 (scratch,) -397 (without) -367
(an) 15 (y) -367 (additional) -368 (module.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 140.776
Tm /Ty2 1 Tf [ (The) -300 (whole) -300 (process) -299 (lasts) -300 (250) -300
(epochs,) -312 (using) -300 (SGD) -300 (optimizer) ] TJ ET BT 9.9626 0 0 9.9626 50.112 128.82
Tm /Ty2 1 Tf [ (with) -213 (a) -214 (momentum) -213 (of) -214 (0.9,) -221
(a) -213 (weight) -214 (decay) -213 (of) ] TJ ET BT 9.9626 0 0 9.9626 223.17 128.82
Tm /Ty12 1 Tf (3) Tj ET BT 9.9626 0 0 9.9626 229.019 128.82 Tm /Ty20 1 Tf
(') Tj ET BT 9.9626 0 0 9.9626 237.635 128.82 Tm /Ty12 1 Tf (10) Tj ET BT
6.9738 0 0 6.9738 247.598 132.436 Tm /Ty11 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 253.825 132.436
Tm /Ty21 1 Tf (5) Tj ET BT 9.9626 0 0 9.9626 258.294 128.82 Tm /Ty2 1 Tf [
(.) -298 <4974d5> 55 (s) -213 (to) ] TJ ET BT 9.9626 0 0 9.9626 50.112 116.865
Tm /Ty2 1 Tf [ (be) -279 (mentioned) -279 (that) -279 (due) -280 (to) -279
(memory) -279 (limit) -279 (of) -279 (2080ti,) -287 (we) -279 (scale) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 104.91 Tm /Ty2 1 Tf [ (both) -284 (batch) -284
(size) -284 (and) -284 (learning) -284 (rate) -285 (by) -284 (0.75) -284 (\(1024)
-284 (to) -284 (768,) -293 (0.5) ] TJ ET BT 9.9626 0 0 9.9626 50.112 92.955
Tm /Ty2 1 Tf [ (to) -242 (0.375\).) -307 (And) -242 (we) -242 (reproduce)
-242 (pre) 25 (vious) -242 (methods) -242 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT
9.9626 0 0 9.9626 243.3566 92.955 Tm /Ty2 1 Tf (20) Tj ET /Cs2 cs 0 sc BT
9.9626 0 0 9.9626 253.3192 92.955 Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc
BT 9.9626 0 0 9.9626 258.2208 92.955 Tm /Ty2 1 Tf (34) Tj ET /Cs2 cs 0 sc
BT 9.9626 0 0 9.9626 268.1834 92.955 Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0 1 0
sc BT 9.9626 0 0 9.9626 273.085 92.955 Tm /Ty2 1 Tf (36) Tj ET /Cs2 cs 0 sc
BT 9.9626 0 0 9.9626 283.0476 92.955 Tm /Ty2 1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 50.112 81
Tm /Ty2 1 Tf [ (under) -349 (this) -349 (setting) -349 (to) -348 (ensure)
-349 (f) 10 (airness.) -607 (Additional) -349 (enhance-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 710.037
Tm /Ty2 1 Tf [ (ments) -284 (are) -284 (adopted) -284 (including) -284 (label)
-284 (smoothing) -284 (and) -284 (an) -284 (auxil-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 698.082
Tm /Ty2 1 Tf [ (iary) -214 (loss) -214 (to) 25 (wer) -214 (during) -213 (training)
-214 (as) -214 (in) -214 (PD) 40 (AR) 60 (TS.) -214 (Learning) -214 (rate)
] TJ ET BT 9.9626 0 0 9.9626 308.862 686.127 Tm /Ty2 1 Tf [ (w) 10 (arm-up)
-236 (is) -237 (applied) -236 (for) -237 (the) -236 -237 (5) -236 (epochs)
-237 (and) -236 (decayed) -237 (do) 25 (wn) ] TJ ET BT 9.9626 0 0 9.9626 308.862 674.172
Tm /Ty2 1 Tf [ (to) -308 (zero) -308 (linearly) 65 (.) -484 (The) -308 (retrain)
-308 (phase) -308 (costs) -308 (8) -308 (GPUs) -308 (for) -308 (about) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 662.216 Tm /Ty2 1 Tf [ (3.5) -250 (days) -250
(on) -250 (R) 60 (TX) -250 (2080ti.) ] TJ ET BT 9.9626 0 0 9.9626 320.817 650.173
Tm /Ty2 1 Tf [ (As) -239 (sho) 25 (wn) -240 (in) -239 (T) 80 (able) ] TJ ET
/Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 396.8217 650.173 Tm /Ty2 1 Tf (2) Tj
ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 401.803 650.173 Tm /Ty2 1 Tf [ (,) -242
(Single-D) 40 (AR) 60 (TS) -239 (search) -239 (the) -240 (state-of-) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 638.218 Tm /Ty2 1 Tf [ (the-art) -204 (architecture)
-205 (with) -204 (77.0%) -205 (top1) -204 (accurac) 15 (y) -204 (on) -205
(ImageNet-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 626.262 Tm /Ty2 1 Tf [ (1K.)
-241 (There) -241 (is) -242 (no) -241 (constraint) -241 (on) -241 (FLOPs)
-241 (during) -241 (the) -242 (sear) 1 (ch) -242 (pro-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 614.307
Tm /Ty2 1 Tf [ (cess) -345 (and) -344 (lar) 18 (ger) -345 (models) -345 (naturally)
-344 (ha) 20 (v) 15 (e) -345 (better) -345 (performance.) ] TJ ET BT 9.9626 0 0 9.9626 308.862 602.352
Tm /Ty2 1 Tf [ (W) 80 (e) -456 (report) -455 (the) -456 (result) -455 (of)
-456 (pre) 25 (vious) -455 (methods) -456 (in) -455 (their) -456 (origi-)
] TJ ET BT 9.9626 0 0 9.9626 308.862 590.397 Tm /Ty2 1 Tf [ (nal) -360 (paper)
55 (.) -642 (When) -360 (training) -361 (t) 1 (h) -1 (e) -360 (searched) -360
(architectures) -361 (from) ] TJ ET BT 9.9626 0 0 9.9626 308.862 578.442 Tm
/Ty2 1 Tf [ (scratch,) -241 (we) -239 (follo) 25 (w) -239 (the) -239 (strate)
15 (gy) -239 (of) -239 (PD) 40 (AR) 60 (TS,) -239 (which) -239 (re-trains)
] TJ ET BT 9.9626 0 0 9.9626 308.862 566.487 Tm /Ty2 1 Tf [ (the) -234 (searched)
-233 (architecture) -234 (for) -234 (250) -233 (epochs.) -305 (In) -234 (contrast,)
-237 (Drop-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 554.531 Tm /Ty2 1 Tf [ (N)
35 (AS) -356 (trains) -356 (for) -356 (600) -356 (epochs) -356 (and) -356
(D) 40 (AR) 60 (TS+) -356 (for) -357 (800) -356 (epochs.) ] TJ ET BT 9.9626 0 0 9.9626 308.862 542.576
Tm /Ty2 1 Tf [ (AutoAugment,) -405 (mixup) -373 (and) -374 (SE) -374 (module)
-373 (are) -374 (also) -374 (applied) -374 (in) ] TJ ET BT 9.9626 0 0 9.9626 308.862 530.621
Tm /Ty2 1 Tf [ (DropN) 35 (AS.) ] TJ ET BT 9.9626 0 0 9.9626 320.817 518.577
Tm /Ty2 1 Tf [ (W) 80 (e) -358 (transfer) -358 (the) -358 (searched) -358
(architecture) -358 (to) -358 (CIF) 74 (AR10.) -634 (T) 80 (o) ] TJ ET BT
9.9626 0 0 9.9626 308.862 506.622 Tm /Ty2 1 Tf [ (k) 10 (eep) -287 (mobile)
-286 (setting,) -296 (we) -287 (shorten) -286 (the) -287 (number) -286 (of)
-287 (layers) -287 (from) ] TJ ET BT 9.9626 0 0 9.9626 308.862 494.667 Tm
/Ty2 1 Tf [ (20) -284 (to) -284 (14) -284 (to) -284 (mak) 10 (e) -283 (parameters)
-284 (under) -284 (3.5M.) -284 (The) -284 (training) -284 (set-) ] TJ ET BT
9.9626 0 0 9.9626 308.862 482.712 Tm /Ty2 1 Tf [ (ting) -223 (is) -224 (identical)
-223 (to) -224 (PD) 40 (AR) 60 (TS.) -223 (The) -224 (architecture) 55 (s)
-223 (initial) -224 (chan-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 470.757 Tm
/Ty2 1 Tf [ (nels) -256 (are) -256 (36.) -329 (The) -256 (whole) -257 (process)
-256 (lasts) -256 (600) -256 (epochs) -256 (with) -257 (batch) ] TJ ET BT
9.9626 0 0 9.9626 308.862 458.802 Tm /Ty2 1 Tf [ (size) -435 (of) -436 (128,)
-482 (using) -435 (SGD) -435 (optimizer) -436 (wit) 1 (h) -436 (a) -435 (momentum)
-436 (of) ] TJ ET BT 9.9626 0 0 9.9626 308.862 446.846 Tm /Ty2 1 Tf [ (0.9,)
-323 (a) -308 (weight) -308 (decay) -308 (of) ] TJ ET BT 9.9626 0 0 9.9626 402.372 446.846
Tm /Ty12 1 Tf (3) Tj ET BT 9.9626 0 0 9.9626 409.997 446.846 Tm /Ty20 1 Tf
(') Tj ET BT 9.9626 0 0 9.9626 420.388 446.846 Tm /Ty12 1 Tf (10) Tj ET BT
6.9738 0 0 6.9738 430.351 450.462 Tm /Ty11 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 436.577 450.462
Tm /Ty21 1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 441.047 446.846 Tm /Ty2 1 Tf
[ (.) -484 (Cutout) -308 (re) 15 (gularization) -309 (of) ] TJ ET BT 9.9626 0 0 9.9626 308.862 434.891
Tm /Ty2 1 Tf [ (length) -347 (16,) -370 (drop-path) -347 (of) -346 (probability)
-347 (0.3) -347 (and) -346 (auxiliary) -347 (to) 25 (w-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 422.936
Tm /Ty2 1 Tf [ (ers) -370 (of) -369 (weight) -370 (0.4) -370 (are) -369 (applied.)
-669 (The) -370 (initial) -369 (learning) -370 (rate) -370 (is) ] TJ ET BT
9.9626 0 0 9.9626 308.862 410.981 Tm /Ty2 1 Tf [ (0.025,) -294 (which) -285
(is) -286 (decayed) -285 (to) -285 (0) -285 (follo) 25 (wing) -285 (the) -286
(cosine) -285 (rule.) -416 (As) ] TJ ET BT 9.9626 0 0 9.9626 308.862 399.026
Tm /Ty2 1 Tf [ (sho) 25 (wn) -222 (in) -223 (T) 80 (able) ] TJ ET /Cs1 cs
1 0 0 sc BT 9.9626 0 0 9.9626 370.9091 399.026 Tm /Ty2 1 Tf (3) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 375.8904 399.026 Tm /Ty2 1 Tf [ (,) -228 (Single-D)
40 (AR) 60 (TS) -223 (s) 1 (earch) -223 (the) -222 (comparable) -223 (re-)
] TJ ET BT 9.9626 0 0 9.9626 308.862 387.071 Tm /Ty2 1 Tf [ (sult) -376 (with)
-376 (97.54%) -375 (accurac) 15 (y) -376 (on) -376 (CIF) 74 (AR10.) -687 <4974d5>
55 (s) -376 (to) -376 (be) -376 (men-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 375.115
Tm /Ty2 1 Tf [ (tioned) -250 (that) -250 (D) 40 (AR) 60 (TS+) -250 (trains)
-250 (for) -250 (2,000) -250 (epochs.) ] TJ ET BT 10.9589 0 0 10.9589 308.862 354.925
Tm /Ty1 1 Tf [ (5.2.) -250 (Analysis) ] TJ ET BT 9.9626 0 0 9.9626 308.862 336.904
Tm /Ty1 1 Tf [ (5.2.1) -1000 (Gradient) -250 (Corr) 18 (elation) ] TJ ET BT
9.9626 0 0 9.9626 308.862 314.337 Tm /Ty2 1 Tf [ (W) 80 (e) -190 (dene) ]
TJ ET BT 9.9626 0 0 9.9626 350.027 321.809 Tm /Ty24 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 360.543 319.346
Tm /Ty13 1 Tf (N) Tj ET BT 6.9738 0 0 6.9738 360.543 311.348 Tm /Ty13 1 Tf
(j) Tj ET BT 6.9738 0 0 6.9738 364.243 311.348 Tm /Ty21 1 Tf (=1) Tj ET BT
9.9626 0 0 9.9626 376.489 321.809 Tm /Ty24 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 387.005 319.346
Tm /Ty13 1 Tf (M) Tj ET BT 6.9738 0 0 6.9738 387.005 311.348 Tm /Ty13 1 Tf
(k) Tj ET BT 6.9738 0 0 6.9738 391.409 311.348 Tm /Ty21 1 Tf (=1) Tj ET BT
9.9626 0 0 9.9626 401.994 314.337 Tm /Ty12 1 Tf (\() Tj ET BT 6.9738 0 0 6.9738 407.064 319.837
Tm /Ty14 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 411.747 319.837 Tm /Ty10 1 Tf
(L) Tj ET BT 6.9738 0 0 6.9738 417.269 319.837 Tm /Ty21 1 Tf (\() Tj ET BT
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cm BT 0.0005 Tc 6.9738 0 0 6.9738 381.578 638.181 Tm /Ty21 1 Tf (34) Tj ET
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cm BT 9.9626 0 0 9.9626 404.465 639.675 Tm /Ty2 1 Tf (31.56) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 426.881 638.181 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 433.108 638.181 Tm /Ty21 1 Tf (3) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 437.079 638.181 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 439.445 638.181 Tm /Ty21 1 Tf (28) Tj ET
Q q 0.96675 0 0 0.96675 442.0839 635.4719 cm 0 0 m 0 12.219 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 459.841 639.675 Tm /Ty2 1 Tf (31.14) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 482.257 638.181 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 488.483 638.181 Tm /Ty21 1 Tf (3) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 492.455 638.181 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 494.821 638.181 Tm /Ty21 1 Tf (88) Tj ET
Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 108.073 627.72
Tm /Ty2 1 Tf [ (D) 40 (AR) 60 (TS[) ] TJ ET Q /Cs1 cs 0 1 0 sc q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 143.0517 627.72 Tm /Ty2 1 Tf (27) Tj ET Q /Cs2 cs
0 sc q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 153.0143 627.72
Tm /Ty2 1 Tf (]) Tj ET Q q 0.96675 0 0 0.96675 172.0039 623.9134 cm 0 0 m
0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 180.471 627.72
Tm /Ty2 1 Tf (39.77) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 202.887 626.226 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 209.114 626.226 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 225.5377 623.9134
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 235.847 627.72
Tm /Ty2 1 Tf (54.30) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 258.263 626.226 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 264.49 626.226 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 279.0725 623.9134
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 291.223 627.72
Tm /Ty2 1 Tf (15.03) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 313.639 626.226 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 319.865 626.226 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 332.6072 623.9134
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 346.598 627.72
Tm /Ty2 1 Tf (15.61) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 369.014 626.226 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 375.241 626.226 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 388.5492 623.9134
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 404.465 627.72
Tm /Ty2 1 Tf (16.43) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 426.881 626.226 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 433.108 626.226 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 442.0839 623.9134
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 459.841 627.72
Tm /Ty2 1 Tf (16.32) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 482.257 626.226 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 488.483 626.226 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 108.073 615.765 Tm /Ty2 1 Tf [ (GD) 40 (AS[) ] TJ
ET Q /Cs1 cs 0 1 0 sc q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 138.1102 615.765
Tm /Ty2 1 Tf (14) Tj ET Q /Cs2 cs 0 sc q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 148.0728 615.765 Tm /Ty2 1 Tf (]) Tj ET Q q 0.96675 0 0 0.96675 172.0039 612.3559
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 180.471 615.765
Tm /Ty2 1 Tf (90.00) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 202.887 614.271 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 209.114 614.271 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 213.085 614.271 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 215.451 614.271 Tm /Ty21 1 Tf (21) Tj ET
Q q 0.96675 0 0 0.96675 225.5377 612.3559 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 235.847 615.765 Tm /Ty2 1 Tf (93.51) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 258.263 614.271 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 264.49 614.271 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 268.461 614.271 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 270.827 614.271 Tm /Ty21 1 Tf (13) Tj ET
Q q 0.96675 0 0 0.96675 279.0725 612.3559 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 291.223 615.765 Tm /Ty2 1 Tf (71.14) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 313.639 614.271 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 319.865 614.271 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 323.837 614.271 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 326.203 614.271 Tm /Ty21 1 Tf (27) Tj ET
Q q 0.96675 0 0 0.96675 332.6072 612.3559 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 346.598 615.765 Tm /Ty2 1 Tf (70.61) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 369.014 614.271 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 375.241 614.271 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 379.212 614.271 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 381.578 614.271 Tm /Ty21 1 Tf (26) Tj ET
Q q 0.96675 0 0 0.96675 388.5492 612.3559 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 404.465 615.765 Tm /Ty2 1 Tf (41.70) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 426.881 614.271 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 433.108 614.271 Tm /Ty21 1 Tf (1) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 437.079 614.271 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 439.445 614.271 Tm /Ty21 1 Tf (26) Tj ET
Q q 0.96675 0 0 0.96675 442.0839 612.3559 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 459.841 615.765 Tm /Ty2 1 Tf (41.84) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 482.257 614.271 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 488.483 614.271 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 492.455 614.271 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 494.821 614.271 Tm /Ty21 1 Tf (90) Tj ET
Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 108.073 603.81
Tm /Ty2 1 Tf [ (SETN) -250 ([) ] TJ ET Q /Cs1 cs 0 1 0 sc q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 138.7877 603.81 Tm /Ty2 1 Tf (13) Tj ET Q /Cs2 cs
0 sc q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 148.7503 603.81
Tm /Ty2 1 Tf (]) Tj ET Q q 0.96675 0 0 0.96675 172.0039 600.7984 cm 0 0 m
0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 180.471 603.81
Tm /Ty2 1 Tf (82.25) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 202.887 602.315 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 209.114 602.315 Tm /Ty21 1 Tf (5) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 213.085 602.315 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 215.451 602.315 Tm /Ty21 1 Tf (17) Tj ET
Q q 0.96675 0 0 0.96675 225.5377 600.7984 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 235.847 603.81 Tm /Ty2 1 Tf (86.19) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 258.263 602.315 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 264.49 602.315 Tm /Ty21 1 Tf (4) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 268.461 602.315 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 270.827 602.315 Tm /Ty21 1 Tf (63) Tj ET
Q q 0.96675 0 0 0.96675 279.0725 600.7984 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 291.223 603.81 Tm /Ty2 1 Tf (56.86) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 313.639 602.315 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 319.865 602.315 Tm /Ty21 1 Tf (7) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 323.837 602.315 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 326.203 602.315 Tm /Ty21 1 Tf (59) Tj ET
Q q 0.96675 0 0 0.96675 332.6072 600.7984 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 346.598 603.81 Tm /Ty2 1 Tf (56.87) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 369.014 602.315 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 375.241 602.315 Tm /Ty21 1 Tf (7) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 379.212 602.315 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 381.578 602.315 Tm /Ty21 1 Tf (77) Tj ET
Q q 0.96675 0 0 0.96675 388.5492 600.7984 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 404.465 603.81 Tm /Ty2 1 Tf (32.54) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 426.881 602.315 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 433.108 602.315 Tm /Ty21 1 Tf (3) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 437.079 602.315 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 439.445 602.315 Tm /Ty21 1 Tf (63) Tj ET
Q q 0.96675 0 0 0.96675 442.0839 600.7984 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 459.841 603.81 Tm /Ty2 1 Tf (31.90) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 482.257 602.315 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 488.483 602.315 Tm /Ty21 1 Tf (4) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 492.455 602.315 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 494.821 602.315 Tm /Ty21 1 Tf (07) Tj ET
Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 108.073 591.855
Tm /Ty2 1 Tf [ (EN) 35 (AS) -250 ([) ] TJ ET Q /Cs1 cs 0 1 0 sc q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 139.5449 591.855 Tm /Ty2 1 Tf (29) Tj ET Q /Cs2 cs
0 sc q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 149.5075 591.855
Tm /Ty2 1 Tf (]) Tj ET Q q 0.96675 0 0 0.96675 172.0039 589.2409 cm 0 0 m
0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 180.471 591.855
Tm /Ty2 1 Tf (39.77) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 202.887 590.36 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 209.114 590.36 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 225.5377 589.2409
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 235.847 591.855
Tm /Ty2 1 Tf (54.30) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 258.263 590.36 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 264.49 590.36 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 279.0725 589.2409
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 291.223 591.855
Tm /Ty2 1 Tf (15.03) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 313.639 590.36 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 319.865 590.36 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 332.6072 589.2409
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 346.598 591.855
Tm /Ty2 1 Tf (15.61) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 369.014 590.36 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 375.241 590.36 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 388.5492 589.2409
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 404.465 591.855
Tm /Ty2 1 Tf (16.43) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 426.881 590.36 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 433.108 590.36 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 442.0839 589.2409
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 459.841 591.855
Tm /Ty2 1 Tf (16.32) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 482.257 590.36 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 488.483 590.36 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 108.073 579.899 Tm /Ty2 1 Tf [ (CD) 40 (AR) 60 (TS)
-250 ([) ] TJ ET Q /Cs1 cs 0 1 0 sc q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 152.1874 579.899 Tm /Ty2 1 Tf (36) Tj ET Q /Cs2 cs
0 sc q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 162.15 579.899
Tm /Ty2 1 Tf (]) Tj ET Q q 0.96675 0 0 0.96675 172.0039 577.6834 cm 0 0 m
0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 180.471 579.899
Tm /Ty2 1 Tf (91.13) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 202.887 578.405 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 209.114 578.405 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 213.085 578.405 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 215.451 578.405 Tm /Ty21 1 Tf (44) Tj ET
Q q 0.96675 0 0 0.96675 225.5377 577.6834 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 235.847 579.899 Tm /Ty2 1 Tf (94.02) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 258.263 578.405 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 264.49 578.405 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 268.461 578.405 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 270.827 578.405 Tm /Ty21 1 Tf (31) Tj ET
Q q 0.96675 0 0 0.96675 279.0725 577.6834 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 291.223 579.899 Tm /Ty2 1 Tf (72.12) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 313.639 578.405 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 319.865 578.405 Tm /Ty21 1 Tf (1) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 323.837 578.405 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 326.203 578.405 Tm /Ty21 1 Tf (23) Tj ET
Q q 0.96675 0 0 0.96675 332.6072 577.6834 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 346.598 579.899 Tm /Ty2 1 Tf (71.92) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 371.505 578.405 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 377.732 578.405 Tm /Ty21 1 Tf (1) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 381.703 578.405 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 384.069 578.405 Tm /Ty21 1 Tf (30) Tj ET
Q q 0.96675 0 0 0.96675 388.5492 577.6834 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 404.465 579.899 Tm /Ty2 1 Tf (45.09) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 426.881 578.405 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 433.108 578.405 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 437.079 578.405 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 439.445 578.405 Tm /Ty21 1 Tf (61) Tj ET
Q q 0.96675 0 0 0.96675 442.0839 577.6834 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 459.841 579.899 Tm /Ty2 1 Tf (45.51) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 482.257 578.405 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 488.483 578.405 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 492.455 578.405 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 494.821 578.405 Tm /Ty21 1 Tf (72) Tj ET
Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 108.073 567.944
Tm /Ty2 1 Tf [ (D) 40 (AR) 60 (TS-) -250 ([) ] TJ ET Q /Cs1 cs 0 1 0 sc q
0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 148.8599 567.944
Tm /Ty2 1 Tf (11) Tj ET Q /Cs2 cs 0 sc q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 158.8225 567.944 Tm /Ty2 1 Tf (]) Tj ET Q q 0.96675 0 0 0.96675 172.0039 566.1259
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 180.471 567.944
Tm /Ty2 1 Tf (91.03) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 202.887 566.45 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 209.114 566.45 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 213.085 566.45 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 215.451 566.45 Tm /Ty21 1 Tf (44) Tj ET
Q q 0.96675 0 0 0.96675 225.5377 566.1259 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 235.847 567.944 Tm /Ty2 1 Tf (93.80) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 258.263 566.45 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 264.49 566.45 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 268.461 566.45 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 270.827 566.45 Tm /Ty21 1 Tf (40) Tj ET
Q q 0.96675 0 0 0.96675 279.0725 566.1259 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 291.223 567.944 Tm /Ty2 1 Tf (71.36) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 313.639 566.45 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 319.865 566.45 Tm /Ty21 1 Tf (1) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 323.837 566.45 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 326.203 566.45 Tm /Ty21 1 Tf (51) Tj ET
Q q 0.96675 0 0 0.96675 332.6072 566.1259 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 346.598 567.944 Tm /Ty2 1 Tf (71.53) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 369.014 566.45 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 375.241 566.45 Tm /Ty21 1 Tf (1) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 379.212 566.45 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 381.578 566.45 Tm /Ty21 1 Tf (51) Tj ET
Q q 0.96675 0 0 0.96675 388.5492 566.1259 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 404.465 567.944 Tm /Ty2 1 Tf (44.87) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 426.881 566.45 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 433.108 566.45 Tm /Ty21 1 Tf (1) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 437.079 566.45 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 439.445 566.45 Tm /Ty21 1 Tf (46) Tj ET
Q q 0.96675 0 0 0.96675 442.0839 566.1259 cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 459.841 567.944 Tm /Ty2 1 Tf (45.12) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 482.257 566.45 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 488.483 566.45 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 492.455 566.45 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 0.0005 Tc 6.9738 0 0 6.9738 494.821 566.45 Tm /Ty21 1 Tf (82) Tj ET
Q q 0.96675 0 0 0.96675 102.0132 565.9326 cm 0 0 m 407.143 0 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 9.9626 0 0 9.9626 108.073 555.591 Tm /Ty2 1 Tf [ (Single-D) 40 (AR)
60 (TS) ] TJ ET Q q 0.96675 0 0 0.96675 172.0039 554.1827 cm 0 0 m 0 11.955
l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 180.471 555.591
Tm /Ty1 1 Tf (91.55) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 202.887 554.096 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 209.114 554.096 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 225.5377 554.1827
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 235.847 555.591
Tm /Ty1 1 Tf (94.36) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 258.263 554.096 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 264.49 554.096 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 279.0725 554.1827
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 291.223 555.591
Tm /Ty1 1 Tf (73.49) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 313.639 554.096 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 319.865 554.096 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 332.6072 554.1827
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 346.598 555.591
Tm /Ty1 1 Tf (73.51) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 369.014 554.096 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 375.241 554.096 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 388.5492 554.1827
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 404.465 555.591
Tm /Ty1 1 Tf (46.37) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 426.881 554.096 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 433.108 554.096 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96675 0 0 0.96675 442.0839 554.1827
cm 0 0 m 0 11.955 l S Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT 9.9626 0 0 9.9626 459.841 555.591
Tm /Ty1 1 Tf (46.34) Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284 cm BT
6.9738 0 0 6.9738 482.257 554.096 Tm /Ty10 1 Tf Tj ET Q q 0.96675 0 0 0.96675 3.311866 20.53284
cm BT 6.9738 0 0 6.9738 488.483 554.096 Tm /Ty21 1 Tf (0) Tj ET Q 0.797 w
q 0.96675 0 0 0.96675 102.0132 552.139 cm 0 0 m 407.143 0 l S Q Q q 0 0 612 792
re W n /Fm2 Do Q q 0 0 612 792 re W n /Fm3 Do Q q 0 0 612 792 re W n /Fm4
Do q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 400.13 Tm /Ty2 1 Tf [ (Figure)
-262 (2:) -335 (Comparison) -262 (of) -262 (gradient) -263 (correlation) ]
TJ ET Q /Cs1 cs 1 0 0 sc q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 233.0851 400.13
Tm /Ty2 1 Tf (8) Tj ET Q /Cs2 cs 0 sc q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 240.6766 400.13
Tm /Ty2 1 Tf [ (between) -263 (bi-le) 25 (v) 15 (el) -262 (and) -262 (single-le)
25 (v) 15 (el) -262 (optimization) -263 (on) -262 (CIF) 74 (AR10) -262 (dataset)
-263 (in) -262 (N) 35 (AS-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 388.174
Tm /Ty2 1 Tf [ (Benchmark-201) -273 (search) -273 (space.) -378 (It) -273
(sho) 25 (ws) -273 (the) -273 (gradient) -272 (correlation) -273 (on) -273
(dif) 25 (ferent) -273 (nodes) -273 (of) -273 (the) -272 (rst,) -279 (the)
-273 (middle,) -278 (and) -273 (the) -273 (last) -273 (cells.) ] TJ ET Q q
1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 376.219 Tm /Ty2 1 Tf [ (Solid)
-291 (lines) -291 (represent) -291 (bi-le) 25 (v) 15 (el) -291 (and) -291
(dashed) -291 (lines) -291 (represent) -291 (single-le) 25 (v) 15 (el.) -434
(Gradient) -291 (correlation) -291 (in) -291 (bi-le) 25 (v) 15 (el) -291 (optimization)
-291 (is) -291 (nearly) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 364.264
Tm /Ty2 1 Tf [ (zero) -250 (and) -250 (f) 10 (ar) -250 (smaller) -250 (than)
-250 (in) -250 (single-le) 25 (v) 15 (el) -250 (optimization.) ] TJ ET Q Q
q 0 0 612 792 re W n /Fm5 Do q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 89.948 236.17
Tm /Ty2 1 Tf [ (\(a\)) -250 (D) 40 (AR) 60 (TS) ] TJ ET Q Q q 0 0 612 792
re W n /Fm6 Do q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 192.634 236.17 Tm /Ty2
1 Tf [ (\(b\)) -250 (Single-D) 40 (AR) 60 (TS) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 50.112 214.551 Tm /Ty2 1 Tf [ (Figure) -289 (3:) -388
(Comparison) -290 (of) -289 (gradients) -289 (of) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 203.975 214.551 Tm /Ty8 1 Tf (p) Tj ET Q q 1 0 0 1 0 0
cm BT 6.9738 0 0 6.9738 208.987 213.056 Tm /Ty13 1 Tf (i) Tj ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 215.185 214.551 Tm /Ty2 1 Tf [ (in) -289 (the) -289
(edges) -289 (3) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 271.418 214.551
Tm /Ty20 1 Tf (\() Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 281.381 214.551
Tm /Ty2 1 Tf (2) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 202.596
Tm /Ty2 1 Tf [ (in) -250 (the) -250 (15th) -250 (cell) -250 (in) -250 (D)
40 (AR) 60 (TS) -250 (and) -250 (Single-D) 40 (AR) 60 (TS.) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 140.776 Tm /Ty2 1 Tf [ (non-learnable) -235
(operations) -235 (architecture) -235 (parameters) -236 (w) 10 (ould) -235
(be) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 128.821 Tm /Ty2
1 Tf [ (much) -496 (lar) 18 (ger) -497 (than) -496 (the) -497 (learnable)
-496 (ones.) -1050 (On) -496 (the) -497 (contrary) 65 (,) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 116.866 Tm /Ty2 1 Tf [ (in) -521 (Single-D)
40 (AR) 60 (TS,) ] TJ ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 133.249 120.788
Tm /Ty14 1 Tf (") Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 137.933 120.788
Tm /Ty10 1 Tf (L) Tj ET Q 0.398 w q 1 0 0 1 132.378 119.356 cm 0 0 m 11.946
0 l S Q q 1 0 0 1 0 0 cm BT 0.0621 Tc 6.9738 0 0 6.9738 132.378 113.43 Tm
/Ty14 1 Tf (") Tj /Ty13 1 Tf (p) Tj ET Q q 1 0 0 1 0 0 cm BT 4.9813 0 0 4.9813 141.169 112.434
Tm /Ty17 1 Tf (i) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 150.714 116.866
Tm /Ty2 1 Tf [ (of) -521 (learnable) -521 (operations) -522 (compete) ] TJ
ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 104.91 Tm /Ty2 1 Tf [ (ag)
5 (ainst) -244 (non-learnable) -245 (operations) -244 (and) -245 (nally)
-244 (learnable) -245 (oper) 20 (-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 92.955
Tm /Ty2 1 Tf [ (ations) -212 (surpass) -212 (non-learnable) -212 (ones.) -297
(More) -212 (comparison) -212 (results) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 81
Tm /Ty2 1 Tf [ (of) -250 (dif) 25 (ferent) -250 (cells) -250 (are) -250 (sho)
25 (wn) -250 (in) -250 (Appendix.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 10.9589 0 0 10.9589 308.862 320.827
Tm /Ty1 1 Tf [ (5.3.) -250 (Ablation) -250 (Study) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 302.266 Tm /Ty1 1 Tf [ (Bi-le) 15 (v) 10 (el)
-439 (V) 145 (.S.) -440 (Single-le) 15 (v) 10 (el) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 424.154 302.266 Tm /Ty2 1 Tf [ (In) -439 (this) -440
(paper) 40 (,) -486 (Single-D) 40 (AR) 60 (TS) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 308.862 290.31 Tm /Ty2 1 Tf [ (optimizes) -579 (netw)
10 (ork) -579 (weights) -579 (and) -580 (architecture) -579 (parameters) ]
TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 278.355 Tm /Ty2 1 Tf
[ (with) -285 (the) -285 (same) -286 (batch) -285 (of) -285 (data.) -416 (Ho)
25 (we) 25 (v) 15 (er) 40 (,) -294 (there) -285 (are) -285 (also) -286 (some)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 266.4 Tm /Ty2 1 Tf
[ (dif) 25 (ferent) -265 (optimization) -265 (methods,) -269 (such) -265 (as)
-265 (using) -266 (tw) 10 (o) -265 (dif) 25 (ferent) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 254.445 Tm /Ty2 1 Tf [ (batch) -279 (of) -280
(data) -279 (from) -280 (the) -279 (train) -280 (set.) -398 (Here) -279 (we)
-280 (conduct) -279 (the) -280 (abla-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 242.49
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Tm /Ty2 1 Tf [ (CIF) 74 (AR10) ] TJ ET Q q 0.93091 0 0 0.93091 171.6693 200.0557
cm 0 0 m 0 11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 8.9664 0 0 8.9664 186.669 204.645
Tm /Ty2 1 Tf [ (CIF) 74 (AR100) ] TJ ET Q q 0.93091 0 0 0.93091 226.916 200.0557
cm 0 0 m 0 11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 8.9664 0 0 8.9664 246.016 204.645
Tm /Ty2 1 Tf (ImgNet) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT
0.0001 Tc 5.9776 0 0 5.9776 273.408 203.648 Tm /Ty31 1 Tf (16) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 5.9776 0 0 5.9776 280.714 203.648 Tm /Ty33 1 Tf (!) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 0.0001 Tc 5.9776 0 0 5.9776 286.47 203.648 Tm /Ty31 1 Tf (120) Tj ET
Q q 0.93091 0 0 0.93091 52.4309 199.8705 cm 0 0 m 251.302 0 l S Q q 0.93091 0 0 0.93091 85.82078 188.5552
cm 0 0 m 0 11.955 l S Q q 0.93091 0 0 0.93091 116.4226 188.5552 cm 0 0 m 0
11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 9.9626 0 0 9.9626 127.322 192.291
Tm /Ty2 1 Tf (61.88) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT
6.9738 0 0 6.9738 149.738 190.796 Tm /Ty10 1 Tf Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 0.0005 Tc 6.9738 0 0 6.9738 155.964 190.796 Tm /Ty21 1 Tf (10) Tj ET
Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 6.9738 0 0 6.9738 163.907 190.796
Tm /Ty13 1 Tf (.) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 0.0005
Tc 6.9738 0 0 6.9738 166.273 190.796 Tm /Ty21 1 Tf (72) Tj ET Q q 0.93091 0 0 0.93091 171.6693 188.5552
cm 0 0 m 0 11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 9.9626 0 0 9.9626 186.669 192.291
Tm /Ty2 1 Tf (25.13) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT
6.9738 0 0 6.9738 209.085 190.796 Tm /Ty10 1 Tf Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 0.0005 Tc 6.9738 0 0 6.9738 215.311 190.796 Tm /Ty21 1 Tf (13) Tj ET
Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 6.9738 0 0 6.9738 223.254 190.796
Tm /Ty13 1 Tf (.) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 0.0005
Tc 6.9738 0 0 6.9738 225.62 190.796 Tm /Ty21 1 Tf (47) Tj ET Q q 0.93091 0 0 0.93091 226.916 188.5552
cm 0 0 m 0 11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 9.9626 0 0 9.9626 246.016 192.291
Tm /Ty2 1 Tf (17.98) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT
6.9738 0 0 6.9738 268.432 190.796 Tm /Ty10 1 Tf Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 274.658 190.796 Tm /Ty21 1 Tf (2) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 278.63 190.796 Tm /Ty13 1 Tf (.) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 0.0005 Tc 6.9738 0 0 6.9738 280.996 190.796 Tm /Ty21 1 Tf (35) Tj ET
Q q 0.93091 0 0 0.93091 52.4309 188.37 cm 0 0 m 251.302 0 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 9.9626 0 0 9.9626 66.386 179.937 Tm /Ty28 1 Tf (") Tj ET Q q 0.93091 0 0 0.93091 85.82078 177.0557
cm 0 0 m 0 11.955 l S Q q 0.93091 0 0 0.93091 116.4226 177.0557 cm 0 0 m 0
11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 9.9626 0 0 9.9626 127.322 179.937
Tm /Ty2 1 Tf (84.34) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT
6.9738 0 0 6.9738 149.738 178.443 Tm /Ty10 1 Tf Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 155.964 178.443 Tm /Ty21 1 Tf (0) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 159.936 178.443 Tm /Ty13 1 Tf (.) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 0.0005 Tc 6.9738 0 0 6.9738 162.302 178.443 Tm /Ty21 1 Tf (02) Tj ET
Q q 0.93091 0 0 0.93091 171.6693 177.0557 cm 0 0 m 0 11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 9.9626 0 0 9.9626 186.669 179.937 Tm /Ty2 1 Tf (54.92) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 209.085 178.443 Tm /Ty10 1 Tf Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 215.311 178.443 Tm /Ty21 1 Tf (0) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 219.283 178.443 Tm /Ty13 1 Tf (.) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 0.0005 Tc 6.9738 0 0 6.9738 221.649 178.443 Tm /Ty21 1 Tf (06) Tj ET
Q q 0.93091 0 0 0.93091 226.916 177.0557 cm 0 0 m 0 11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 9.9626 0 0 9.9626 246.016 179.937 Tm /Ty2 1 Tf (25.97) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 268.432 178.443 Tm /Ty10 1 Tf Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 274.658 178.443 Tm /Ty21 1 Tf (0) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 278.63 178.443 Tm /Ty13 1 Tf (.) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 0.0005 Tc 6.9738 0 0 6.9738 280.996 178.443 Tm /Ty21 1 Tf (49) Tj ET
Q q 0.93091 0 0 0.93091 52.4309 176.8695 cm 0 0 m 251.302 0 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 9.9626 0 0 9.9626 66.386 167.584 Tm /Ty28 1 Tf (") Tj ET Q q 0.93091 0 0 0.93091 85.82078 165.5553
cm 0 0 m 0 11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 9.9626 0 0 9.9626 100.756 167.584
Tm /Ty28 1 Tf (") Tj ET Q q 0.93091 0 0 0.93091 116.4226 165.5553 cm 0 0 m
0 11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT 9.9626 0 0 9.9626 127.322 167.584
Tm /Ty1 1 Tf (94.27) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881 cm BT
6.9738 0 0 6.9738 149.738 166.089 Tm /Ty10 1 Tf Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 155.964 166.089 Tm /Ty21 1 Tf (0) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 159.936 166.089 Tm /Ty13 1 Tf (.) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 0.0005 Tc 6.9738 0 0 6.9738 162.302 166.089 Tm /Ty21 1 Tf (13) Tj ET
Q q 0.93091 0 0 0.93091 171.6693 165.5553 cm 0 0 m 0 11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 9.9626 0 0 9.9626 186.669 167.584 Tm /Ty1 1 Tf (73.01) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 209.085 166.089 Tm /Ty10 1 Tf Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 215.311 166.089 Tm /Ty21 1 Tf (0) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 219.283 166.089 Tm /Ty13 1 Tf (.) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 0.0005 Tc 6.9738 0 0 6.9738 221.649 166.089 Tm /Ty21 1 Tf (71) Tj ET
Q q 0.93091 0 0 0.93091 226.916 165.5553 cm 0 0 m 0 11.955 l S Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 9.9626 0 0 9.9626 246.016 167.584 Tm /Ty1 1 Tf (46.10) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 268.432 166.089 Tm /Ty10 1 Tf Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 274.658 166.089 Tm /Ty21 1 Tf (0) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 6.9738 0 0 6.9738 278.63 166.089 Tm /Ty13 1 Tf (.) Tj ET Q q 0.93091 0 0 0.93091 3.462238 12.88881
cm BT 0.0005 Tc 6.9738 0 0 6.9738 280.996 166.089 Tm /Ty21 1 Tf (34) Tj ET
Q 0.797 w q 0.93091 0 0 0.93091 52.4309 163.5873 cm 0 0 m 251.302 0 l S Q
BT 9.9626 0 0 9.9626 50.112 116.866 Tm /Ty2 1 Tf [ (that) -428 (when) -429
(the) -428 (learning) -428 (rate) -428 (changes,) -473 (the) -428 (performance)
-429 (of) ] TJ ET BT 9.9626 0 0 9.9626 50.112 104.91 Tm /Ty2 1 Tf [ (D) 40
(AR) 60 (TS) -196 (v) 25 (aries) -196 (dramatically) 65 (,) -207 (where) -196
(the) -196 (g) 5 (ap) -196 (can) -196 (be) -197 (more) -196 (than) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 92.955 Tm /Ty12 1 Tf (50%) Tj ET BT 9.9626 0 0 9.9626 68.377 92.955
Tm /Ty2 1 Tf [ (.) -300 (On) -221 (the) -220 (contrary) 65 (,) -226 (Single-D)
40 (AR) 60 (TS) -221 (sho) 25 (ws) -220 (much) -220 (stronger) ] TJ ET BT
9.9626 0 0 9.9626 50.112 81 Tm /Ty2 1 Tf [ (stability) -250 (and) -250 (al)
10 (w) 10 (ays) -250 (achie) 25 (v) 15 (es) -250 (accuracies) -250 (well)
-250 (abo) 15 (v) 15 (e) ] TJ ET BT 9.9626 0 0 9.9626 257.542 81 Tm /Ty12
1 Tf (93%) Tj ET BT 9.9626 0 0 9.9626 275.807 81 Tm /Ty2 1 Tf (.) Tj ET BT
9.9626 0 0 9.9626 308.862 711.631 Tm /Ty2 1 Tf [ (T) 80 (able) -223 (5:) -297
(Accurac) 15 (y) -223 (under) -223 (dif) 25 (ferent) -224 (learning) -223
(rates) -223 (\(lr\),) -229 (acti) 25 (v) 25 (a-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 699.676
Tm /Ty2 1 Tf [ (tion) -250 (functions) -250 (\(act\),) -250 (and) -250 (optimizers)
-250 (\(opt\).) -310 (*) -250 (init) ] TJ ET BT 9.9626 0 0 9.9626 499.286 699.676
Tm /Ty9 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 508.186 699.676 Tm /Ty2 1 Tf [
(as) -250 (0.) ] TJ ET q 0.96709 0 0 0.96709 311.271 674.7833 cm 0 0 m 241.801
0 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 317.33 666.65
Tm /Ty2 1 Tf (Method) Tj ET Q 0.398 w q 0.96709 0 0 0.96709 381.2864 660.1396
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 666.65
Tm /Ty2 1 Tf (lr/act/opt) Tj ET Q q 0.96709 0 0 0.96709 430.3266 660.1396
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 666.65
Tm /Ty2 1 Tf [ (CIF) 74 (AR10) ] TJ ET Q q 0.96709 0 0 0.96709 487.7205 660.1396
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 666.65
Tm /Ty2 1 Tf [ (CIF) 74 (AR100) ] TJ ET Q q 0.96709 0 0 0.96709 311.271 659.9472
cm 0 0 m 241.801 0 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 317.33 642.341
Tm /Ty2 1 Tf [ (D) 40 (AR) 60 (TS) ] TJ ET Q q 0.96709 0 0 0.96709 381.2864 648.1922
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 654.296
Tm /Ty2 1 Tf (0.001) Tj ET Q q 0.96709 0 0 0.96709 430.3266 648.1922 cm 0
0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 654.296
Tm /Ty2 1 Tf (91.54) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 652.801 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 652.801 Tm /Ty21 1 Tf (1) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 473.052 652.801 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 0.0005 Tc 6.9738 0 0 6.9738 475.418 652.801 Tm /Ty21 1 Tf (26) Tj ET
Q q 0.96709 0 0 0.96709 487.7205 648.1922 cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 9.9626 0 0 9.9626 499.785 654.296 Tm /Ty2 1 Tf (68.21) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 522.201 652.801 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 652.801 Tm /Ty21 1 Tf (1) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 532.399 652.801 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 0.0005 Tc 6.9738 0 0 6.9738 534.765 652.801 Tm /Ty21 1 Tf (15) Tj ET
Q q 0.96709 0 0 0.96709 381.2864 647.9998 cm 0 0 m 169.403 0 l S Q q 0.96709 0 0 0.96709 381.2864 636.6306
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 642.341
Tm /Ty2 1 Tf (0.005) Tj ET Q q 0.96709 0 0 0.96709 430.3266 636.6306 cm 0
0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 642.341
Tm /Ty2 1 Tf (61.88) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 640.846 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 0.0005 Tc 6.9738 0 0 6.9738 469.08 640.846 Tm /Ty21 1 Tf (10) Tj ET
Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 6.9738 0 0 6.9738 477.023 640.846
Tm /Ty13 1 Tf (.) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 0.0005
Tc 6.9738 0 0 6.9738 479.389 640.846 Tm /Ty21 1 Tf (72) Tj ET Q q 0.96709 0 0 0.96709 487.7205 636.6306
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 642.341
Tm /Ty2 1 Tf (25.13) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 640.846 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 0.0005 Tc 6.9738 0 0 6.9738 528.427 640.846 Tm /Ty21 1 Tf (13) Tj ET
Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 6.9738 0 0 6.9738 536.37 640.846
Tm /Ty13 1 Tf (.) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 0.0005
Tc 6.9738 0 0 6.9738 538.736 640.846 Tm /Ty21 1 Tf (47) Tj ET Q q 0.96709 0 0 0.96709 381.2864 636.4382
cm 0 0 m 169.403 0 l S Q q 0.96709 0 0 0.96709 381.2864 625.0691 cm 0 0 m
0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 630.386
Tm /Ty2 1 Tf (0.025) Tj ET Q q 0.96709 0 0 0.96709 430.3266 625.0691 cm 0
0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 630.386
Tm /Ty2 1 Tf (39.77) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 628.891 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 628.891 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 487.7205 625.0691
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 630.386
Tm /Ty2 1 Tf (54.30) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 628.891 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 628.891 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 311.271 624.8766
cm 0 0 m 241.801 0 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 317.33 606.077
Tm /Ty2 1 Tf [ (Single-D) 40 (AR) 60 (TS) ] TJ ET Q q 0.96709 0 0 0.96709 381.2864 613.1217
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 618.032
Tm /Ty2 1 Tf (0.001) Tj ET Q q 0.96709 0 0 0.96709 430.3266 613.1217 cm 0
0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 618.032
Tm /Ty1 1 Tf (94.36) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 616.537 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 616.537 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 487.7205 613.1217
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 618.032
Tm /Ty1 1 Tf (73.51) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 616.537 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 616.537 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 381.2864 612.9292
cm 0 0 m 169.403 0 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 317.33 606.077
Tm /Ty2 1 Tf [ (Single-D) 40 (AR) 60 (TS) ] TJ ET Q q 0.96709 0 0 0.96709 381.2864 601.5601
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 606.077
Tm /Ty2 1 Tf (0.005) Tj ET Q q 0.96709 0 0 0.96709 430.3266 601.5601 cm 0
0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 606.077
Tm /Ty1 1 Tf (94.36) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 604.582 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 604.582 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 487.7205 601.5601
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 606.077
Tm /Ty1 1 Tf (73.51) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 604.582 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 604.582 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 381.2864 601.3676
cm 0 0 m 169.403 0 l S Q q 0.96709 0 0 0.96709 381.2864 589.9985 cm 0 0 m
0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 594.122
Tm /Ty2 1 Tf (0.025) Tj ET Q q 0.96709 0 0 0.96709 430.3266 589.9985 cm 0
0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 594.122
Tm /Ty1 1 Tf (93.10) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 592.627 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 592.627 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 487.7205 589.9985
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 594.122
Tm /Ty1 1 Tf (69.24) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 592.627 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 592.627 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 311.271 589.8061
cm 0 0 m 241.801 0 l S Q q 0.96709 0 0 0.96709 311.271 587.8787 cm 0 0 m 241.801
0 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 317.33 573.798
Tm /Ty2 1 Tf [ (D) 40 (AR) 60 (TS) ] TJ ET Q q 0.96709 0 0 0.96709 381.2864 576.1247
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 579.775
Tm /Ty2 1 Tf (Softmax) Tj ET Q q 0.96709 0 0 0.96709 430.3266 576.1247 cm
0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 579.775
Tm /Ty2 1 Tf (61.88) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 578.281 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 0.0005 Tc 6.9738 0 0 6.9738 469.08 578.281 Tm /Ty21 1 Tf (10) Tj ET
Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 6.9738 0 0 6.9738 477.023 578.281
Tm /Ty13 1 Tf (.) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 0.0005
Tc 6.9738 0 0 6.9738 479.389 578.281 Tm /Ty21 1 Tf (72) Tj ET Q q 0.96709 0 0 0.96709 487.7205 576.1247
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 579.775
Tm /Ty2 1 Tf (25.13) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 578.281 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 0.0005 Tc 6.9738 0 0 6.9738 528.427 578.281 Tm /Ty21 1 Tf (13) Tj ET
Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 6.9738 0 0 6.9738 536.37 578.281
Tm /Ty13 1 Tf (.) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 0.0005
Tc 6.9738 0 0 6.9738 538.736 578.281 Tm /Ty21 1 Tf (47) Tj ET Q q 0.96709 0 0 0.96709 381.2864 575.9312
cm 0 0 m 169.403 0 l S Q q 0.96709 0 0 0.96709 381.2864 564.5631 cm 0 0 m
0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 567.82
Tm /Ty2 1 Tf (Sigmoid) Tj ET Q q 0.96709 0 0 0.96709 430.3266 564.5631 cm
0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 567.82
Tm /Ty2 1 Tf (80.57) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 566.326 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 566.326 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 487.7205 564.5631
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 567.82
Tm /Ty2 1 Tf (47.93) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 566.326 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 566.326 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 311.271 564.3697
cm 0 0 m 241.801 0 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 317.33 543.511
Tm /Ty2 1 Tf [ (Single-D) 40 (AR) 60 (TS) ] TJ ET Q q 0.96709 0 0 0.96709 381.2864 552.6157
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 555.466
Tm /Ty2 1 Tf (Softmax) Tj ET Q q 0.96709 0 0 0.96709 430.3266 552.6157 cm
0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 555.466
Tm /Ty1 1 Tf (94.27) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 553.972 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 553.972 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 473.052 553.972 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 0.0005 Tc 6.9738 0 0 6.9738 475.418 553.972 Tm /Ty21 1 Tf (13) Tj ET
Q q 0.96709 0 0 0.96709 487.7205 552.6157 cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 9.9626 0 0 9.9626 499.785 555.466 Tm /Ty1 1 Tf (73.01) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 522.201 553.972 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 553.972 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 532.399 553.972 Tm /Ty13 1 Tf (.) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 0.0005 Tc 6.9738 0 0 6.9738 534.765 553.972 Tm /Ty21 1 Tf (71) Tj ET
Q q 0.96709 0 0 0.96709 381.2864 552.4232 cm 0 0 m 169.403 0 l S Q q 0.96709 0 0 0.96709 381.2864 541.0541
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 543.511
Tm /Ty2 1 Tf (Sigmoid) Tj ET Q q 0.96709 0 0 0.96709 430.3266 541.0541 cm
0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 543.511
Tm /Ty1 1 Tf (94.36) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 542.017 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 542.017 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 487.7205 541.0541
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 543.511
Tm /Ty1 1 Tf (73.51) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 542.017 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 542.017 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 381.2864 540.8607
cm 0 0 m 169.403 0 l S Q q 0.96709 0 0 0.96709 381.2864 529.4925 cm 0 0 m
0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 531.556
Tm /Ty2 1 Tf (Sigmoid*) Tj ET Q q 0.96709 0 0 0.96709 430.3266 529.4925 cm
0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 531.556
Tm /Ty1 1 Tf (93.76) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 530.062 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 530.062 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 487.7205 529.4925
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 531.556
Tm /Ty1 1 Tf (70.71) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 530.062 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 530.062 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 311.271 529.2991
cm 0 0 m 241.801 0 l S Q q 0.96709 0 0 0.96709 311.271 527.3727 cm 0 0 m 241.801
0 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 317.33 511.232
Tm /Ty2 1 Tf [ (D) 40 (AR) 60 (TS) ] TJ ET Q q 0.96709 0 0 0.96709 381.2864 515.6177
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 517.21
Tm /Ty2 1 Tf (SGD) Tj ET Q q 0.96709 0 0 0.96709 430.3266 515.6177 cm 0 0
m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 517.21
Tm /Ty2 1 Tf (61.88) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 515.716 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 0.0005 Tc 6.9738 0 0 6.9738 469.08 515.716 Tm /Ty21 1 Tf (10) Tj ET
Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 6.9738 0 0 6.9738 477.023 515.716
Tm /Ty13 1 Tf (.) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 0.0005
Tc 6.9738 0 0 6.9738 479.389 515.716 Tm /Ty21 1 Tf (72) Tj ET Q q 0.96709 0 0 0.96709 487.7205 515.6177
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 517.21
Tm /Ty2 1 Tf (25.13) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 515.716 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 0.0005 Tc 6.9738 0 0 6.9738 528.427 515.716 Tm /Ty21 1 Tf (13) Tj ET
Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 6.9738 0 0 6.9738 536.37 515.716
Tm /Ty13 1 Tf (.) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 0.0005
Tc 6.9738 0 0 6.9738 538.736 515.716 Tm /Ty21 1 Tf (47) Tj ET Q q 0.96709 0 0 0.96709 381.2864 515.4253
cm 0 0 m 169.403 0 l S Q q 0.96709 0 0 0.96709 381.2864 504.0561 cm 0 0 m
0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 505.255
Tm /Ty2 1 Tf (Adam) Tj ET Q q 0.96709 0 0 0.96709 430.3266 504.0561 cm 0 0
m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 505.255
Tm /Ty2 1 Tf (80.57) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 503.76 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 503.76 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 487.7205 504.0561
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 505.255
Tm /Ty2 1 Tf (47.93) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 503.76 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 503.76 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 311.271 503.8637
cm 0 0 m 241.801 0 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 317.33 486.924
Tm /Ty2 1 Tf [ (Single-D) 40 (AR) 60 (TS) ] TJ ET Q q 0.96709 0 0 0.96709 381.2864 492.1097
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 492.901
Tm /Ty2 1 Tf (SGD) Tj ET Q q 0.96709 0 0 0.96709 430.3266 492.1097 cm 0 0
m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 492.901
Tm /Ty1 1 Tf (94.36) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 491.407 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 491.407 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 487.7205 492.1097
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 492.901
Tm /Ty1 1 Tf (73.51) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 491.407 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 491.407 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 381.2864 491.9163
cm 0 0 m 169.403 0 l S Q q 0.96709 0 0 0.96709 381.2864 480.5472 cm 0 0 m
0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 389.728 480.946
Tm /Ty2 1 Tf (Adam) Tj ET Q q 0.96709 0 0 0.96709 430.3266 480.5472 cm 0 0
m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 440.438 480.946
Tm /Ty1 1 Tf (94.36) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 462.854 479.452 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 469.08 479.452 Tm /Ty21 1 Tf (0) Tj ET Q q 0.96709 0 0 0.96709 487.7205 480.5472
cm 0 0 m 0 11.955 l S Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT 9.9626 0 0 9.9626 499.785 480.946
Tm /Ty1 1 Tf (73.51) Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804 cm BT
6.9738 0 0 6.9738 522.201 479.452 Tm /Ty10 1 Tf Tj ET Q q 0.96709 0 0 0.96709 10.16465 18.89804
cm BT 6.9738 0 0 6.9738 528.427 479.452 Tm /Ty21 1 Tf (0) Tj ET Q 0.797 w
q 0.96709 0 0 0.96709 311.271 478.5027 cm 0 0 m 241.801 0 l S Q BT 9.9626 0 0 9.9626 308.862 438.097
Tm /Ty1 1 Tf [ (Differ) 18 (ent) -470 (Acti) 10 (v) 10 (ation) -471 (Functions)
] TJ ET BT 9.9626 0 0 9.9626 452.889 438.097 Tm /Ty2 1 Tf [ (In) -470 (Single-D)
40 (AR) 60 (TS,) -471 (we) ] TJ ET BT 9.9626 0 0 9.9626 308.862 426.142 Tm
/Ty2 1 Tf [ (adopt) -374 (a) -374 (non-competiti) 25 (v) 15 (e) -373 (acti)
25 (v) 25 (ation) -374 (function,) -405 (Sigmoid,) -405 (in-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 414.187
Tm /Ty2 1 Tf [ (stead) -322 (of) -322 (the) -322 (original) -323 (Softmax)
-322 (function.) -526 (Here) -322 (we) -323 (sho) 25 (w) -322 (the) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 402.232 Tm /Ty2 1 Tf [ (performance) -241 (of)
-240 (D) 40 (AR) 60 (TS) -241 (and) -240 (Single-D) 40 (AR) 60 (TS) -241 (under)
-241 (dif) 25 (ferent) ] TJ ET BT 9.9626 0 0 9.9626 308.862 390.276 Tm /Ty2
1 Tf [ (acti) 25 (v) 25 (ation) -278 (functions) -279 (in) -278 (T) 80 (able)
] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 425.4643 390.276 Tm /Ty2 1 Tf
(5) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 430.4456 390.276 Tm /Ty2 1 Tf
[ (.) -395 (W) 80 (e) -278 (can) -279 (see) -278 (that) -278 (using) -279
(non-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 378.321 Tm /Ty2 1 Tf [ (competiti)
25 (v) 15 (e) -309 (acti) 25 (v) 25 (ation) -309 (functions) -309 (is) -309
(ef) 25 (fecti) 25 (v) 15 (e,) -324 (which) -309 (is) -309 (con-) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 366.366 Tm /Ty2 1 Tf [ (sistent) -275 (with)
-274 (the) -275 (empirical) -275 (results) -275 (in) -274 (pre) 25 (vious)
-275 (w) 10 (orks) -275 (and) -275 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 354.411
Tm /Ty2 1 Tf [ (theoretical) -249 (analysis) -248 (in) -249 (our) -249 (paper)
55 (.) -310 (Moreo) 15 (v) 15 (er) 40 (,) -249 (Single-D) 40 (AR) 60 (TS)
] TJ ET BT 9.9626 0 0 9.9626 308.862 342.456 Tm /Ty2 1 Tf [ (performs) -303
(much) -303 (more) -303 (steadily) -303 (than) -303 (D) 40 (AR) 60 (TS) -303
(under) -303 (dif) 25 (ferent) ] TJ ET BT 9.9626 0 0 9.9626 308.862 330.5
Tm /Ty2 1 Tf [ (acti) 25 (v) 25 (ation) -250 (functions,) -250 (no) -250 (matter)
-250 (competiti) 25 (v) 15 (e) -250 (or) -250 (not.) ] TJ ET BT 9.9626 0 0 9.9626 308.862 303.507
Tm /Ty1 1 Tf [ (Differ) 18 (ent) -474 (Optimizers) ] TJ ET BT 9.9626 0 0 9.9626 409.682 303.507
Tm /Ty2 1 Tf [ (W) 80 (e) -474 (e) 25 (v) 25 (aluate) -474 (the) -474 (performance)
-474 (of) ] TJ ET BT 9.9626 0 0 9.9626 308.862 291.552 Tm /Ty2 1 Tf [ (D)
40 (AR) 60 (TS) -236 (and) -235 (Single-D) 40 (AR) 60 (TS) -236 (under) -236
(dif) 25 (ferent) -235 (optimizers.) -306 (F) 15 (or) ] TJ ET BT 9.9626 0 0 9.9626 308.862 279.597
Tm /Ty2 1 Tf [ (SGD) -318 (optimizer) 40 (,) -335 (we) -318 (set) -318 (momentum)
-318 (as) -318 (0.9,) -335 (learning) -318 (rate) -318 (as) ] TJ ET BT 9.9626 0 0 9.9626 308.862 267.642
Tm /Ty2 1 Tf [ (0.005,) -245 (and) -245 (weight) -244 (decay) -244 (as) ]
TJ ET BT 9.9626 0 0 9.9626 418.981 267.642 Tm /Ty12 1 Tf (3) Tj ET BT 9.9626 0 0 9.9626 425.962 267.642
Tm /Ty20 1 Tf (') Tj ET BT 9.9626 0 0 9.9626 435.712 267.642 Tm /Ty12 1 Tf
(10) Tj ET BT 6.9738 0 0 6.9738 445.674 271.257 Tm /Ty11 1 Tf (#) Tj ET BT
6.9738 0 0 6.9738 451.901 271.257 Tm /Ty21 1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 456.37 267.642
Tm /Ty2 1 Tf [ (.) -308 (F) 15 (or) -244 (Adam) -245 (optimize) 1 (r) 39 (,)
] TJ ET BT 9.9626 0 0 9.9626 308.862 255.686 Tm /Ty2 1 Tf [ (we) -395 (use)
-394 (a) -395 15 (ed) -394 (learning) -395 (rate) -394 (of) ] TJ ET BT
9.9626 0 0 9.9626 441.354 255.686 Tm /Ty12 1 Tf (3) Tj ET BT 9.9626 0 0 9.9626 449.616 255.686
Tm /Ty20 1 Tf (') Tj ET BT 9.9626 0 0 9.9626 460.646 255.686 Tm /Ty12 1 Tf
(10) Tj ET BT 6.9738 0 0 6.9738 470.608 259.302 Tm /Ty11 1 Tf (#) Tj ET BT
6.9738 0 0 6.9738 476.835 259.302 Tm /Ty21 1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 485.235 255.686
Tm /Ty2 1 Tf [ (and) -395 (a) -394 (momen-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 243.731
Tm /Ty2 1 Tf [ (tum) -263 (of) -264 (\(0.5,) -266 (0.999\).) -350 (From) -264
(T) 80 (able) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 439.2625 243.731
Tm /Ty2 1 Tf (5) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 444.2438 243.731
Tm /Ty2 1 Tf [ (,) -266 (using) -264 (Adam) -263 (as) -263 (the) -264 (opti-)
] TJ ET BT 9.9626 0 0 9.9626 308.862 231.776 Tm /Ty2 1 Tf [ (mizer) -264 (can)
-263 (admittedly) -264 (push) -264 (the) -264 (performance) -263 (of) -264
(D) 40 (AR) 60 (TS) -264 (to) -264 (a) ] TJ ET BT 9.9626 0 0 9.9626 308.862 219.821
Tm /Ty2 1 Tf [ (higher) -223 (le) 25 (v) 15 (el.) -301 (On) -223 (the) -223
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Tm /Ty2 1 Tf [ (Y) 55 (ingyan) -536 (Lin,) -608 (and) -536 (Zhangyang) -536
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Tm /Ty6 1 Tf [ (arXiv) -250 (pr) 37 (eprint) -250 (arXiv:2006.08198) ] TJ
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(un) -481 (Hong,) -538 (Guilin) -480 (Li,) -538 (W) 80 (einan) -480 (Zhang,)
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Tm /Ty2 1 Tf [ (Y) 111 (unhe) -256 (W) 80 (ang,) -257 (Zhenguo) -256 (Li,)
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[ (Guil) 1 (in) -248 (Li,) -249 (Xing) -248 (Zhang,) -248 (Zitong) -248 (W)
80 (ang,) -248 (Zhenguo) -248 (Li,) -248 (and) -248 (T) 80 (ong) ] TJ ET BT
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[ (Chenxi) -441 (Liu,) -490 (Li) 1 (ang-Chieh) -442 (Chen,) -489 (Florian)
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Tm /Ty2 1 Tf [ (Adam,) -519 (W) 80 (ei) -465 (Hua,) -519 (Alan) -466 (L) -465
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-315 (pages) -301 (8292,) ] TJ ET BT 8.9664 0 0 8.9664 328.781 313.014 Tm
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(ar) 40 (,) -304 (Kaiming) -293 (He,) -305 (Ross) -293 (Girshick,) -304 (Alan)
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Tm /Ty2 1 Tf [ (chitecture) -303 (search?) ] TJ ET BT 8.9664 0 0 8.9664 399.953 279.825
Tm /Ty6 1 Tf [ (arXiv) -303 (pr) 37 (eprint) -302 (arXiv:2003.12056) ] TJ
ET BT 8.9664 0 0 8.9664 519.863 279.825 Tm /Ty2 1 Tf [ (,) -316 (2020.) ]
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-232 (Alan) -228 (Y) 111 (uille,) -232 (Jonathan) ] TJ ET BT 8.9664 0 0 8.9664 328.781 235.676
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(Y) 100 (ang.) ] TJ ET BT 8.9664 0 0 8.9664 328.781 191.528 Tm /Ty2 1 Tf [
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TJ ET BT 8.9664 0 0 8.9664 492.037 191.528 Tm /Ty6 1 Tf [ (arXiv) -456 (pr)
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(Costain,) -262 (and) -259 (V) 60 (ic-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 158.338
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Tm /Ty2 1 Tf [ (schemes) -274 (usingmulti-task) -274 (g) 5 (aussian) -274
(processes.) ] TJ ET BT 8.9664 0 0 8.9664 493.673 147.379 Tm /Ty6 1 Tf [ (arXiv)
-274 (pr) 37 (eprint) ] TJ ET BT 8.9664 0 0 8.9664 328.781 136.42 Tm /Ty6
1 Tf (arXiv:2007.07743) Tj ET BT 8.9664 0 0 8.9664 394.28 136.42 Tm /Ty2 1
Tf [ (,) -250 (2020.) ] TJ ET /Cs1 cs 1 0 0 sc BT 8.9664 0 0 8.9664 422.1655 136.42
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[ (Hieu) -287 (Pham,) -296 (Melody) -287 (Y) -287 (Guan,) -297 (Barret) -287
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Tm /Ty2 1 Tf [ (Jef) 25 (f) -252 (Dean.) -368 (Ef) 25 (cient) -252 (neural)
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Tm /Ty2 1 Tf [ (,) -250 (2018.) ] TJ ET /Cs1 cs 1 0 0 sc BT 8.9664 0 0 8.9664 507.4975 103.231
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