Jiancong Xiao

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 12

Top Topics

Rademacher Complexity

Generalization Bounds

Top Venues

Publications

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 (2024)
Jiancong Xiao, Ruoyu Sun, Qi Long, Weijie J. Su
Bridging the Gap: Rademacher Complexity in Robust and Standard Generalization. CoRR (2024)
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 (2024)
Jiancong Xiao, Ruoyu Sun, Qi Long, Weijie Su
Bridging the Gap: Rademacher Complexity in Robust and Standard Generalization. COLT (2024)
Jiancong Xiao, Jiawei Zhang, Zhi-Quan Luo, Asuman E. Ozdaglar
Uniformly Stable Algorithms for Adversarial Training and Beyond. CoRR (2024)
Jiancong Xiao, Ruoyu Sun, Zhi-Quan Luo
PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust Generalization. NeurIPS (2023)
Jiancong Xiao, Ruoyu Sun, Zhi-Quan Luo
PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust Generalization. CoRR (2023)
Jiancong Xiao, Yanbo Fan, Ruoyu Sun, Jue Wang, Zhi-Quan Luo
Stability Analysis and Generalization Bounds of Adversarial Training. CoRR (2022)
Jiancong Xiao, Yanbo Fan, Ruoyu Sun, Jue Wang, Zhi-Quan Luo
Stability Analysis and Generalization Bounds of Adversarial Training. NeurIPS (2022)
Jiancong Xiao, Liusha Yang, Yanbo Fan, Jue Wang, Zhi-Quan Luo
Understanding Adversarial Robustness Against On-manifold Adversarial Examples. CoRR (2022)
Jiancong Xiao, Yanbo Fan, Ruoyu Sun, Zhi-Quan Luo
Adversarial Rademacher Complexity of Deep Neural Networks. CoRR (2022)
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 (2022)