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Spotlight
Mon 20:18 Improving Adversarial Robustness via Channel-wise Activation Suppressing
Yang Bai · Yuyuan Zeng · Yong Jiang · Shu-Tao Xia · Xingjun Ma · Yisen Wang
Spotlight
Tue 11:30 How Does Mixup Help With Robustness and Generalization?
Linjun Zhang · Zhun Deng · Kenji Kawaguchi · Amirata Ghorbani · James Zou
Poster
Mon 9:00 InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective
Boxin Wang · Shuohang Wang · Yu Cheng · Zhe Gan · Ruoxi Jia · Bo Li · Jingjing Liu
Poster
Tue 9:00 Tent: Fully Test-Time Adaptation by Entropy Minimization
Dequan Wang · Evan Shelhamer · Shaoteng Liu · Bruno Olshausen · trevor darrell
Poster
Mon 17:00 Online Adversarial Purification based on Self-supervised Learning
Changhao Shi · Chester Holtz · Gal Mishne
Poster
Thu 9:00 Noise or Signal: The Role of Image Backgrounds in Object Recognition
Kai Xiao · Logan Engstrom · Andrew Ilyas · Aleksander Madry
Poster
Mon 1:00 Does enhanced shape bias improve neural network robustness to common corruptions?
Chaithanya Kumar Mummadi · Ranjitha Subramaniam · Robin Hutmacher · Julien Vitay · Volker Fischer · Jan Hendrik Metzen
Poster
Mon 17:00 Robust and Generalizable Visual Representation Learning via Random Convolutions
Zhenlin Xu · Deyi Liu · Junlin Yang · Colin Raffel · Marc Niethammer
Workshop
Robustness from Perception
Saeed Mahloujifar · Chong Xiang · Vikash Sehwag · Prateek Mittal
Poster
Thu 17:00 Fast Geometric Projections for Local Robustness Certification
Aymeric Fromherz · Klas Leino · Matt Fredrikson · Bryan Parno · Corina Pasareanu
Poster
Mon 17:00 Selective Classification Can Magnify Disparities Across Groups
Erik Jones · Shiori Sagawa · Pang Wei Koh · Ananya Kumar · Percy Liang
Poster
Wed 9:00 Modeling the Second Player in Distributionally Robust Optimization
Paul Michel · Tatsunori Hashimoto · Graham Neubig