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Jiancong Xiao

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Uniformly Stable Algorithms for Adversarial Training and Beyond

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May 03, 2024
Jiancong Xiao, Jiawei Zhang, Zhi-Quan Luo, Asuman Ozdaglar

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PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust Generalization

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Oct 09, 2023
Jiancong Xiao, Ruoyu Sun, Zhi-quan Luo

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Adversarial Rademacher Complexity of Deep Neural Networks

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Nov 27, 2022
Jiancong Xiao, Yanbo Fan, Ruoyu Sun, Zhi-Quan Luo

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Stability Analysis and Generalization Bounds of Adversarial Training

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Oct 03, 2022
Jiancong Xiao, Yanbo Fan, Ruoyu Sun, Jue Wang, Zhi-Quan Luo

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Adaptive Smoothness-weighted Adversarial Training for Multiple Perturbations with Its Stability Analysis

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Oct 02, 2022
Jiancong Xiao, Zeyu Qin, Yanbo Fan, Baoyuan Wu, Jue Wang, Zhi-Quan Luo

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Understanding Adversarial Robustness Against On-manifold Adversarial Examples

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Oct 02, 2022
Jiancong Xiao, Liusha Yang, Yanbo Fan, Jue Wang, Zhi-Quan Luo

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