%PDF-1.5
%
1 0 obj
<< /CP2 3 0 R /FICL:Enfocus 4 0 R /Metadata 5 0 R /Names << /Dests 6 0 R >> /Pages 7 0 R /Type /Catalog >>
endobj
2 0 obj
<< /Author (Ahmed Imtiaz Humayun; Randall Balestriero; Guha Balakrishnan; Richard G. Baraniuk) /Producer (pikepdf 7.2.0) /Subject (IEEE Conference on Computer Vision and Pattern Recognition) /Title (SplineCam: Exact Visualization and Characterization of Deep Network Geometry and Decision Boundaries) >>
endobj
3 0 obj
<< /PrivateData 8 0 R /PrivateDataFilter 9 0 R >>
endobj
4 0 obj
<< /CertifiedWF 10 0 R >>
endobj
5 0 obj
<< /Subtype /XML /Type /Metadata /Length 1236 >>
stream
SplineCam: Exact Visualization and Characterization of Deep Network Geometry and Decision BoundariesAhmed Imtiaz HumayunRandall BalestrieroGuha BalakrishnanRichard G. BaraniukIEEE Conference on Computer Vision and Pattern Recognition
endstream
endobj
6 0 obj
<< /Kids [ 11 0 R 12 0 R ] >>
endobj
7 0 obj
<< /Count 10 /Kids [ 13 0 R 14 0 R 15 0 R 16 0 R 17 0 R 18 0 R 19 0 R 20 0 R 21 0 R 22 0 R ] /Type /Pages >>
endobj
8 0 obj
<< /13887 23 0 R /13888 24 0 R >>
endobj
9 0 obj
[ /FlateDecode ]
endobj
10 0 obj
<< /FileMapping 25 0 R /Sessions 26 0 R /Stamp [ 204 154 162 224 217 181 60 170 140 119 124 108 0 151 59 100 222 88 99 70 ] /Version 1 >>
endobj
11 0 obj
<< /Limits [ (ALG@line.1) (cite.zhang2020empirical) ] /Names [ (ALG@line.1) [ 15 0 R /XYZ 313.843 657.968 null ] (ALG@line.10) [ 16 0 R /XYZ 55.093 375.247 null ] (ALG@line.11) [ 16 0 R /XYZ 55.093 363.292 null ] (ALG@line.12) [ 16 0 R /XYZ 55.093 351.337 null ] (ALG@line.13) [ 16 0 R /XYZ 55.093 339.382 null ] (ALG@line.14) [ 16 0 R /XYZ 55.093 327.426 null ] (ALG@line.15) [ 16 0 R /XYZ 55.093 315.471 null ] (ALG@line.16) [ 16 0 R /XYZ 55.093 303.516 null ] (ALG@line.17) [ 16 0 R /XYZ 55.093 291.561 null ] (ALG@line.2) [ 15 0 R /XYZ 313.843 634.057 null ] (ALG@line.3) [ 15 0 R /XYZ 313.843 610.147 null ] (ALG@line.4) [ 16 0 R /XYZ 55.093 446.978 null ] (ALG@line.5) [ 16 0 R /XYZ 55.093 435.023 null ] (ALG@line.6) [ 16 0 R /XYZ 55.093 423.068 null ] (ALG@line.7) [ 16 0 R /XYZ 55.093 411.113 null ] (ALG@line.8) [ 16 0 R /XYZ 55.093 399.157 null ] (ALG@line.9) [ 16 0 R /XYZ 55.093 387.202 null ] (Doc-Start) [ 13 0 R /XYZ 50.112 570.26 null ] (Hfootnote.1) [ 14 0 R /XYZ 323.208 90.465 null ] (algorithm.1) [ 15 0 R /XYZ 308.862 725.978 null ] (algorithm.2) [ 16 0 R /XYZ 50.112 538.39 null ] (cite.NEURIPS2019_robustcert) [ 21 0 R /XYZ 308.862 652.751 null ] (cite.agarwal1990partitioning) [ 21 0 R /XYZ 50.112 705.707 null ] (cite.balestriero2018spline) [ 21 0 R /XYZ 50.112 680.841 null ] (cite.balestriero2019geometry) [ 21 0 R /XYZ 50.112 614.68 null ] (cite.balestriero2022batch) [ 21 0 R /XYZ 50.112 648.731 null ] (cite.cheney2009course) [ 21 0 R /XYZ 50.112 533.678 null ] (cite.egerstedt2009control) [ 21 0 R /XYZ 50.112 500.304 null ] (cite.fantuzzi2002identification) [ 21 0 R /XYZ 50.112 465.576 null ] (cite.fawzi2016adaptive) [ 21 0 R /XYZ 50.112 420.915 null ] (cite.gamba2022all) [ 21 0 R /XYZ 50.112 386.515 null ] (cite.ghorbani2019interpretation) [ 21 0 R /XYZ 50.112 343.32 null ] (cite.glorot2011deep) [ 21 0 R /XYZ 50.112 307.454 null ] (cite.hanin2019complexity) [ 21 0 R /XYZ 50.112 275.218 null ] (cite.hannah2013multivariate) [ 21 0 R /XYZ 50.112 240.028 null ] (cite.he2018decision) [ 21 0 R /XYZ 50.112 205.65 null ] (cite.hernandez2018data) [ 21 0 R /XYZ 50.112 182.208 null ] (cite.https://doi.org/10.48550/arxiv.2202.08325) [ 21 0 R /XYZ 50.112 568.406 null ] (cite.humayun2022magnet) [ 21 0 R /XYZ 50.112 148.834 null ] (cite.humayun2022polarity) [ 21 0 R /XYZ 50.112 105.088 null ] (cite.ijcai2022LP) [ 22 0 R /XYZ 50.112 575.943 null ] (cite.jalwana2021cameras) [ 21 0 R /XYZ 308.862 698.134 null ] (cite.karras2020analyzing) [ 21 0 R /XYZ 308.862 618.327 null ] (cite.lecun2015deep) [ 21 0 R /XYZ 308.862 573.622 null ] (cite.locatelli2018adaptive) [ 21 0 R /XYZ 308.862 549.48 null ] (cite.magnani2009convex) [ 21 0 R /XYZ 308.862 504.098 null ] (cite.mellor21nas) [ 21 0 R /XYZ 308.862 480.723 null ] (cite.mildenhall2020nerf) [ 21 0 R /XYZ 308.862 446.886 null ] (cite.mildenhall2021nerf) [ 21 0 R /XYZ 308.862 400.827 null ] (cite.montufar2014number) [ 21 0 R /XYZ 308.862 346.426 null ] (cite.nowlan1992simplifying) [ 21 0 R /XYZ 308.862 310.062 null ] (cite.peixoto_graph-tool_2014) [ 21 0 R /XYZ 308.862 241.891 null ] (cite.petzka2020notes) [ 21 0 R /XYZ 308.862 219.565 null ] (cite.phuong2020functional) [ 21 0 R /XYZ 308.862 172.367 null ] (cite.pytorch) [ 21 0 R /XYZ 308.862 275.988 null ] (cite.raghu2016expressive) [ 21 0 R /XYZ 308.862 114.479 null ] (cite.raghu2017expressive) [ 21 0 R /XYZ 308.862 148.902 null ] (cite.somepalli2022can) [ 22 0 R /XYZ 50.112 720 null ] (cite.sun2021coil) [ 22 0 R /XYZ 50.112 654.975 null ] (cite.wang2005generalization) [ 22 0 R /XYZ 50.112 610.143 null ] (cite.wang2019implicit) [ 22 0 R /XYZ 50.112 553.356 null ] (cite.yosinski2015understanding) [ 22 0 R /XYZ 50.112 518.806 null ] (cite.yuce2022structured) [ 22 0 R /XYZ 50.112 475.79 null ] (cite.zhang2020empirical) [ 22 0 R /XYZ 50.112 430.958 null ] ] >>
endobj
12 0 obj
<< /Limits [ (equation.1.1) (table.caption.6) ] /Names [ (equation.1.1) [ 13 0 R /XYZ 85.843 139.803 null ] (equation.2.2) [ 15 0 R /XYZ 95.743 360.913 null ] (equation.2.3) [ 15 0 R /XYZ 274.746 278.543 null ] (equation.2.4) [ 15 0 R /XYZ 274.746 216.577 null ] (equation.2.5) [ 15 0 R /XYZ 349.13 453.998 null ] (equation.2.6) [ 15 0 R /XYZ 310.729 392.06 null ] (figure.caption.1) [ 13 0 R /XYZ 308.862 576.238 null ] (figure.caption.10) [ 20 0 R /XYZ 50.112 437.694 null ] (figure.caption.2) [ 15 0 R /XYZ 50.112 725.978 null ] (figure.caption.3) [ 16 0 R /XYZ 50.112 725.978 null ] (figure.caption.4) [ 17 0 R /XYZ 50.112 725.978 null ] (figure.caption.5) [ 17 0 R /XYZ 50.112 486.385 null ] (figure.caption.7) [ 18 0 R /XYZ 50.112 725.978 null ] (figure.caption.8) [ 19 0 R /XYZ 50.112 588.352 null ] (figure.caption.9) [ 20 0 R /XYZ 50.112 725.978 null ] (page.1) [ 13 0 R /XYZ 49.112 721 null ] (page.10) [ 22 0 R /XYZ 49.112 721 null ] (page.2) [ 14 0 R /XYZ 49.112 721 null ] (page.3) [ 15 0 R /XYZ 49.112 721 null ] (page.4) [ 16 0 R /XYZ 49.112 721 null ] (page.5) [ 17 0 R /XYZ 49.112 721 null ] (page.6) [ 18 0 R /XYZ 49.112 721 null ] (page.7) [ 19 0 R /XYZ 49.112 721 null ] (page.8) [ 20 0 R /XYZ 49.112 721 null ] (page.9) [ 21 0 R /XYZ 49.112 721 null ] (section*.11) [ 20 0 R /XYZ 308.862 156.028 null ] (section*.12) [ 21 0 R /XYZ 50.112 723.985 null ] (section.1) [ 13 0 R /XYZ 50.112 272.289 null ] (section.2) [ 14 0 R /XYZ 308.862 388.968 null ] (section.3) [ 16 0 R /XYZ 308.862 219.468 null ] (section.4) [ 18 0 R /XYZ 308.862 302.037 null ] (section.5) [ 20 0 R /XYZ 308.862 357.854 null ] (subsection.2.1) [ 14 0 R /XYZ 308.862 256.874 null ] (subsection.2.2) [ 15 0 R /XYZ 308.862 546.205 null ] (subsection.3.1) [ 17 0 R /XYZ 308.862 480.408 null ] (subsection.3.2) [ 18 0 R /XYZ 50.112 188.894 null ] (subsection.4.1) [ 18 0 R /XYZ 308.862 187.9 null ] (subsection.4.2) [ 19 0 R /XYZ 308.862 259.787 null ] (table.caption.6) [ 19 0 R /XYZ 50.112 725.978 null ] ] >>
endobj
13 0 obj
<< /Contents 27 0 R /MediaBox [ 0 0 612 792 ] /Parent 7 0 R /Resources 32 0 R /Type /Page >>
endobj
14 0 obj
<< /Contents 118 0 R /MediaBox [ 0 0 612 792 ] /Parent 7 0 R /Resources 108 0 R /Type /Page >>
endobj
15 0 obj
<< /Contents 119 0 R /MediaBox [ 0 0 612 792 ] /Parent 7 0 R /Resources 41 0 R /Type /Page >>
endobj
16 0 obj
<< /Contents 120 0 R /MediaBox [ 0 0 612 792 ] /Parent 7 0 R /Resources 109 0 R /Type /Page >>
endobj
17 0 obj
<< /Contents 121 0 R /MediaBox [ 0 0 612 792 ] /Parent 7 0 R /Resources 35 0 R /Type /Page >>
endobj
18 0 obj
<< /Contents 122 0 R /Group 73 0 R /MediaBox [ 0 0 612 792 ] /Parent 7 0 R /Resources 53 0 R /Type /Page >>
endobj
19 0 obj
<< /Contents 123 0 R /MediaBox [ 0 0 612 792 ] /Parent 7 0 R /Resources 77 0 R /Type /Page >>
endobj
20 0 obj
<< /Contents 124 0 R /MediaBox [ 0 0 612 792 ] /Parent 7 0 R /Resources 104 0 R /Type /Page >>
endobj
21 0 obj
<< /Contents 125 0 R /MediaBox [ 0 0 612 792 ] /Parent 7 0 R /Resources 37 0 R /Type /Page >>
endobj
22 0 obj
<< /Contents 126 0 R /MediaBox [ 0 0 612 792 ] /Parent 7 0 R /Resources 92 0 R /Type /Page >>
endobj
23 0 obj
<< /Filter /FlateDecode /Length 1503 >>
stream
xWUVJ]]ձw:$WIP$ٙ7wCv$B @ @ @ ߛ;o/*juܦy??Ͽ|Wt0y.azbYuvwLflU_Ef\
Uy^UYY>!0ݏeО{@߇<(:hQP^+f3 -rpBlrv'A 4}DBFYfa`Dn gvQn_Ӛ}:+OaF[!@:
*$MpmnYavY61S:-4`
>?#5X^wI,^tgP|P|gb蛇0ڨ5\ny(`{/_x@)WyƏ&^K:cdXPviFe8ZXqbȽ5QuXwFx#TĖ*0H00|+<[f.Κ;6$&\ZjrUZ(eV<,RO~}uN7,?;0><88QTVhy"`D1N