FlatNAS: optimizing Flatness in Neural Architecture Search for Out-of-Distribution Robustness

29 February 2024

Papers citing "FlatNAS: optimizing Flatness in Neural Architecture Search for Out-of-Distribution Robustness"

30 / 30 papers shown

Title
Sharpness-Aware Minimization Revisited: Weighted Sharpness as a Regularization Term Yun Yue Jiadi Jiang Zhiling Ye Ni Gao Yongchao Liu Kecheng Zhang MLAU ODL 71 14 0 25 May 2023
GeNAS: Neural Architecture Search with Better Generalization Joonhyun Jeong Joonsang Yu Geondo Park Dongyoon Han Y. Yoo 54 4 0 15 May 2023
Robust Neural Architecture Search Xunyu Zhu Jian Li Yong-Jin Liu Weiping Wang AAML 48 3 0 06 Apr 2023
Sufficient Invariant Learning for Distribution Shift Taero Kim Sungjun Lim Kyungwoo Song OOD 51 2 0 24 Oct 2022
Surrogate Gap Minimization Improves Sharpness-Aware Training Juntang Zhuang Boqing Gong Liangzhe Yuan Huayu Chen Hartwig Adam Nicha Dvornek S. Tatikonda James Duncan Ting Liu 59 155 0 15 Mar 2022
Deep Networks on Toroids: Removing Symmetries Reveals the Structure of Flat Regions in the Landscape Geometry Fabrizio Pittorino Antonio Ferraro Gabriele Perugini Christoph Feinauer Carlo Baldassi R. Zecchina 242 24 0 07 Feb 2022
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures Dan Hendrycks Andy Zou Mantas Mazeika Leonard Tang Yue Liu D. Song Jacob Steinhardt UQCV 50 144 0 09 Dec 2021
Deep learning via message passing algorithms based on belief propagation Carlo Lucibello Fabrizio Pittorino Gabriele Perugini R. Zecchina 72 14 0 27 Oct 2021
On the Security Risks of AutoML Ren Pang Zhaohan Xi S. Ji Xiapu Luo Ting Wang AAML 31 10 0 12 Oct 2021
NAS-OoD: Neural Architecture Search for Out-of-Distribution Generalization Haoyue Bai Fengwei Zhou Lanqing Hong Nanyang Ye Shueng-Han Gary Chan Zhenguo Li OOD UQCV 42 44 0 05 Sep 2021
Neural Architecture Dilation for Adversarial Robustness Yanxi Li Zhaohui Yang Yunhe Wang Chang Xu AAML 46 24 0 16 Aug 2021
AdvRush: Searching for Adversarially Robust Neural Architectures J. Mok Byunggook Na Hyeokjun Choe Sungroh Yoon OOD AAML 45 44 0 03 Aug 2021
Neighborhood-Aware Neural Architecture Search Xiaofang Wang Shengcao Cao Mengtian Li Kris Kitani 122 6 0 13 May 2021
ASAM: Adaptive Sharpness-Aware Minimization for Scale-Invariant Learning of Deep Neural Networks Jungmin Kwon Jeongseop Kim Hyunseong Park I. Choi 86 289 0 23 Feb 2021
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 275 451 0 17 Feb 2021
Sharpness-Aware Minimization for Efficiently Improving Generalization Pierre Foret Ariel Kleiner H. Mobahi Behnam Neyshabur AAML 184 1,344 0 03 Oct 2020
Adversarially Robust Neural Architectures Minjing Dong Yanxi Li Yunhe Wang Chang Xu AAML OOD 60 49 0 02 Sep 2020
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search Zhichao Lu Kalyanmoy Deb E. Goodman W. Banzhaf Vishnu Boddeti 60 147 0 20 Jul 2020
On Adversarial Robustness: A Neural Architecture Search perspective Chaitanya Devaguptapu Devansh Agarwal Gaurav Mittal Pulkit Gopalani V. Balasubramanian OOD AAML 42 34 0 16 Jul 2020
Entropic gradient descent algorithms and wide flat minima Fabrizio Pittorino Carlo Lucibello Christoph Feinauer Gabriele Perugini Carlo Baldassi Elizaveta Demyanenko R. Zecchina ODL MLT 66 33 0 14 Jun 2020
A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Xiaojiang Chen Xin Wang AI4CE 99 670 0 01 Jun 2020
Fantastic Generalization Measures and Where to Find Them Yiding Jiang Behnam Neyshabur H. Mobahi Dilip Krishnan Samy Bengio AI4CE 121 606 0 04 Dec 2019
When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks Minghao Guo Yuzhe Yang Rui Xu Ziwei Liu Dahua Lin AAML OOD 64 158 0 25 Nov 2019
Once-for-All: Train One Network and Specialize it for Efficient Deployment Han Cai Chuang Gan Tianzhe Wang Zhekai Zhang Song Han OOD 100 1,277 0 26 Aug 2019
AutoML: A Survey of the State-of-the-Art Xin He Kaiyong Zhao Xiaowen Chu 109 1,453 0 02 Aug 2019
Shaping the learning landscape in neural networks around wide flat minima Carlo Baldassi Fabrizio Pittorino R. Zecchina MLT 69 83 0 20 May 2019
Searching for MobileNetV3 Andrew G. Howard Mark Sandler Grace Chu Liang-Chieh Chen Bo Chen ... Yukun Zhu Ruoming Pang Vijay Vasudevan Quoc V. Le Hartwig Adam 331 6,737 0 06 May 2019
A Survey on Neural Architecture Search Martin Wistuba Ambrish Rawat Tejaswini Pedapati AI4CE 54 258 0 04 May 2019
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 158 3,423 0 28 Mar 2019
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 185 4,345 0 24 Jun 2018