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2020 – today
- 2025
[j1]Jiancong Xiao, Liusha Yang, Yanbo Fan
, Jue Wang, Zhi-Quan Luo:
Understanding adversarial robustness against on-manifold adversarial examples. Pattern Recognit. 159: 111071 (2025)- 2024
- [c4]Jiancong Xiao, Ruoyu Sun, Qi Long, Weijie Su:
Bridging the Gap: Rademacher Complexity in Robust and Standard Generalization. COLT 2024: 5074-5075 - [c3]Jiancong Xiao, Jiawei Zhang, Zhi-Quan Luo, Asuman E. Ozdaglar:
Uniformly Stable Algorithms for Adversarial Training and Beyond. ICML 2024 - [i11]Jiancong Xiao, Jiawei Zhang, Zhi-Quan Luo, Asuman E. Ozdaglar:
Uniformly Stable Algorithms for Adversarial Training and Beyond. CoRR abs/2405.01817 (2024) - [i10]Jiancong Xiao, Ziniu Li, Xingyu Xie, Emily J. Getzen, Cong Fang, Qi Long, Weijie J. Su:
On the Algorithmic Bias of Aligning Large Language Models with RLHF: Preference Collapse and Matching Regularization. CoRR abs/2405.16455 (2024) - [i9]Jiancong Xiao, Ruoyu Sun, Qi Long, Weijie J. Su:
Bridging the Gap: Rademacher Complexity in Robust and Standard Generalization. CoRR abs/2406.05372 (2024) - [i8]Ruochen Jin, Bojian Hou, Jiancong Xiao, Weijie J. Su, Li Shen:
Fine-Tuning Linear Layers Only Is a Simple yet Effective Way for Task Arithmetic. CoRR abs/2407.07089 (2024) - [i7]Ziniu Li, Congliang Chen, Tian Xu, Zeyu Qin, Jiancong Xiao, Ruoyu Sun, Zhi-Quan Luo:
Entropic Distribution Matching in Supervised Fine-tuning of LLMs: Less Overfitting and Better Diversity. CoRR abs/2408.16673 (2024) - [i6]Mingzhi Wang, Chengdong Ma, Qizhi Chen, Linjian Meng, Yang Han, Jiancong Xiao, Zhaowei Zhang, Jing Huo, Weijie J. Su, Yaodong Yang:
Magnetic Preference Optimization: Achieving Last-iterate Convergence for Language Models Alignment. CoRR abs/2410.16714 (2024) - 2023
- [c2]Jiancong Xiao, Ruoyu Sun, Zhi-Quan Luo:
PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust Generalization. NeurIPS 2023 - [i5]Jiancong Xiao, Ruoyu Sun, Zhi-Quan Luo:
PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust Generalization. CoRR abs/2310.06182 (2023) - 2022
- [c1]Jiancong Xiao, Yanbo Fan, Ruoyu Sun, Jue Wang, Zhi-Quan Luo:
Stability Analysis and Generalization Bounds of Adversarial Training. NeurIPS 2022 - [i4]Jiancong Xiao, Liusha Yang, Yanbo Fan, Jue Wang, Zhi-Quan Luo:
Understanding Adversarial Robustness Against On-manifold Adversarial Examples. CoRR abs/2210.00430 (2022) - [i3]Jiancong Xiao, Zeyu Qin, Yanbo Fan, Baoyuan Wu, Jue Wang, Zhi-Quan Luo:
Adaptive Smoothness-weighted Adversarial Training for Multiple Perturbations with Its Stability Analysis. CoRR abs/2210.00557 (2022) - [i2]Jiancong Xiao, Yanbo Fan, Ruoyu Sun, Jue Wang, Zhi-Quan Luo:
Stability Analysis and Generalization Bounds of Adversarial Training. CoRR abs/2210.00960 (2022) - [i1]Jiancong Xiao, Yanbo Fan, Ruoyu Sun, Zhi-Quan Luo:
Adversarial Rademacher Complexity of Deep Neural Networks. CoRR abs/2211.14966 (2022)
Coauthor Index
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