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Jiancong Xiao
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Year
Stability analysis and generalization bounds of adversarial training
J Xiao, Y Fan, R Sun, J Wang, ZQ Luo
Advances in Neural Information Processing Systems 35, 15446-15459, 2022
182022
Adversarial rademacher complexity of deep neural networks
J Xiao, Y Fan, R Sun, ZQ Luo
arXiv preprint arXiv:2211.14966, 2022
132022
Understanding Adversarial Robustness Against On-manifold Adversarial Examples
J Xiao, L Yang, Y Fan, J Wang, ZQ Luo
arXiv preprint arXiv:2210.00430, 2022
8*2022
Adaptive Smoothness-weighted Adversarial Training for Multiple Perturbations with Its Stability Analysis
J Xiao, Z Qin, Y Fan, B Wu, J Wang, ZQ Luo
arXiv preprint arXiv:2210.00557, 2022
42022
Smoothed-SGDmax: A Stability-Inspired Algorithm to Improve Adversarial Generalization
J Xiao, J Zhang, ZQ Luo, AE Ozdaglar
NeurIPS 2022 ML Safety Workshop, 2022
32022
PAC-bayesian spectrally-normalized bounds for adversarially robust generalization
J Xiao, R Sun, ZQ Luo
Advances in Neural Information Processing Systems 36, 36305-36323, 2023
22023
Pac-bayesian adversarially robust generalization bounds for deep neural networks
J Xiao, R Sun, ZQ Luo
The Second Workshop on New Frontiers in Adversarial Machine Learning, 2023
22023
Improving Adversarial Training for Multiple Perturbations through the Lens of Uniform Stability
J Xiao, Z Qin, Y Fan, B Wu, J Wang, ZQ Luo
The Second Workshop on New Frontiers in Adversarial Machine Learning, 2023
12023
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Articles 1–8