Fifth Workshop on Neural Architecture Search

CycleGANAS: Differentiable Neural Architecture Search for CycleGAN

Taegun An,

Changhee Joo

[pdf] [arXiv]

[bibtex]

@InProceedings{An_2024_CVPR, author = {An, Taegun and Joo, Changhee}, title = {CycleGANAS: Differentiable Neural Architecture Search for CycleGAN}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {1655-1664} }

UP-NAS: Unified Proxy for Neural Architecture Search

Yi-Cheng Huang,

Wei-Hua Li,

Chih-Han Tsou,

Jun-Cheng Chen,

Chu-Song Chen

[pdf]

[bibtex]

@InProceedings{Huang_2024_CVPR, author = {Huang, Yi-Cheng and Li, Wei-Hua and Tsou, Chih-Han and Chen, Jun-Cheng and Chen, Chu-Song}, title = {UP-NAS: Unified Proxy for Neural Architecture Search}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {1675-1684} }

CSCO: Connectivity Search of Convolutional Operators

Tunhou Zhang,

Shiyu Li,

Hsin-Pai Cheng,

Feng Yan,

Hai Li,

Yiran Chen

[pdf] [arXiv]

[bibtex]

@InProceedings{Zhang_2024_CVPR, author = {Zhang, Tunhou and Li, Shiyu and Cheng, Hsin-Pai and Yan, Feng and Li, Hai and Chen, Yiran}, title = {CSCO: Connectivity Search of Convolutional Operators}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {1685-1694} }

The Devil is in Discretization Discrepancy. Robustifying Differentiable NAS with Single-Stage Searching Protocol

Konstanty Subbotko,

Wojciech Jablonski,

Piotr Bilinski

[pdf] [arXiv]

[bibtex]

@InProceedings{Subbotko_2024_CVPR, author = {Subbotko, Konstanty and Jablonski, Wojciech and Bilinski, Piotr}, title = {The Devil is in Discretization Discrepancy. Robustifying Differentiable NAS with Single-Stage Searching Protocol}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {1665-1674} }

QuantNAS: Quantization-aware Neural Architecture Search For Efficient Deployment On Mobile Device

Tianxiao Gao,

Li Guo,

Shanwei Zhao,

Peihan Xu,

Yukun Yang,

Xionghao Liu,

Shihao Wang,

Shiai Zhu,

Dajiang Zhou

[pdf] [supp]

[bibtex]

@InProceedings{Gao_2024_CVPR, author = {Gao, Tianxiao and Guo, Li and Zhao, Shanwei and Xu, Peihan and Yang, Yukun and Liu, Xionghao and Wang, Shihao and Zhu, Shiai and Zhou, Dajiang}, title = {QuantNAS: Quantization-aware Neural Architecture Search For Efficient Deployment On Mobile Device}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {1704-1713} }

GRASP-GCN: Graph-Shape Prioritization for Neural Architecture Search Under Distribution Shifts

Sofia Casarin,

Oswald Lanz,

Sergio Escalera

[pdf]

[bibtex]

@InProceedings{Casarin_2024_CVPR, author = {Casarin, Sofia and Lanz, Oswald and Escalera, Sergio}, title = {GRASP-GCN: Graph-Shape Prioritization for Neural Architecture Search Under Distribution Shifts}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {1695-1703} }