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Poster
Thu 2:30 Defending Against Image Corruptions Through Adversarial Augmentations
Dan A. Calian · Florian Stimberg · Olivia Wiles · Sylvestre-Alvise Rebuffi · Andras Gyorgy · Timothy A Mann · Sven Gowal
Poster
Tue 10:30 Almost Tight L0-norm Certified Robustness of Top-k Predictions against Adversarial Perturbations
Jinyuan Jia · Binghui Wang · Xiaoyu Cao · Hongbin Liu · Neil Gong
Poster
Tue 2:30 Distributionally Robust Models with Parametric Likelihood Ratios
Paul Michel · Tatsunori Hashimoto · Graham Neubig
Poster
Wed 18:30 Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path
X.Y. Han · Vardan Papyan · David Donoho
Poster
Thu 10:30 Robust Learning Meets Generative Models: Can Proxy Distributions Improve Adversarial Robustness?
Vikash Sehwag · Saeed Mahloujifar · Tinashe Handina · Sihui Dai · Chong Xiang · Mung Chiang · Prateek Mittal
Oral
Tue 1:15 Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path
X.Y. Han · Vardan Papyan · David Donoho
Poster
Thu 18:30 Adversarial Robustness Through the Lens of Causality
Yonggang Zhang · Mingming Gong · Tongliang Liu · Gang Niu · Xinmei Tian · Bo Han · Bernhard Schoelkopf · Kun Zhang
Spotlight
Wed 18:30 How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective
Yimeng Zhang · Yuguang Yao · Jinghan Jia · Jinfeng Yi · Mingyi Hong · Shiyu Chang · Sijia Liu
Poster
Wed 18:30 How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective
Yimeng Zhang · Yuguang Yao · Jinghan Jia · Jinfeng Yi · Mingyi Hong · Shiyu Chang · Sijia Liu