Jiancong Xiao

According to our database, Jiancong Xiao authored at least 10 papers between 2022 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Entropic Distribution Matching in Supervised Fine-tuning of LLMs: Less Overfitting and Better Diversity.

Ziniu Li, Congliang Chen, Tian Xu, Zeyu Qin, Jiancong Xiao, Ruoyu Sun, Zhi-Quan Luo

CoRR, 2024

Fine-Tuning Linear Layers Only Is a Simple yet Effective Way for Task Arithmetic.

Ruochen Jin, Bojian Hou, Jiancong Xiao, Weijie J. Su, Li Shen

CoRR, 2024

On the Algorithmic Bias of Aligning Large Language Models with RLHF: Preference Collapse and Matching Regularization.

Jiancong Xiao, Ziniu Li, Xingyu Xie, Emily J. Getzen, Cong Fang, Qi Long, Weijie J. Su

CoRR, 2024

Uniformly Stable Algorithms for Adversarial Training and Beyond.

Jiancong Xiao, Jiawei Zhang, Zhi-Quan Luo, Asuman E. Ozdaglar

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Bridging the Gap: Rademacher Complexity in Robust and Standard Generalization.

Jiancong Xiao, Ruoyu Sun, Qi Long, Weijie Su

Proceedings of the Thirty Seventh Annual Conference on Learning Theory, June 30, 2024

2023

PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust Generalization.

Jiancong Xiao, Ruoyu Sun, Zhi-Quan Luo

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022

Adversarial Rademacher Complexity of Deep Neural Networks.

Jiancong Xiao, Yanbo Fan, Ruoyu Sun, Zhi-Quan Luo

CoRR, 2022

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

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

CoRR, 2022

Understanding Adversarial Robustness Against On-manifold Adversarial Examples.

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

CoRR, 2022

Stability Analysis and Generalization Bounds of Adversarial Training.

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

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022