| 2025 | ICLR | Fine-Tuning Attention Modules Only: Enhancing Weight Disentanglement in Task Arithmetic. | Ruochen Jin, Bojian Hou, Jiancong Xiao, Weijie J. Su, Li Shen |
| 2025 | ICLR | Preserving Diversity in Supervised Fine-Tuning of Large Language Models. | Ziniu Li, Congliang Chen, Tian Xu, Zeyu Qin, Jiancong Xiao, Zhi-Quan Luo, Ruoyu Sun |
| 2025 | ICLR | Magnetic Preference Optimization: Achieving Last-iterate Convergence for Language Model Alignment. | Mingzhi Wang, Chengdong Ma, Qizhi Chen, Linjian Meng, Yang Han, Jiancong Xiao, Zhaowei Zhang, Jing Huo, Weijie J. Su, Yaodong Yang |
| 2025 | ICML | Restoring Calibration for Aligned Large Language Models: A Calibration-Aware Fine-Tuning Approach. | Jiancong Xiao, Bojian Hou, Zhanliang Wang, Ruochen Jin, Qi Long, Weijie J. Su, Li Shen |
| 2024 | COLT | Bridging the Gap: Rademacher Complexity in Robust and Standard Generalization. | Jiancong Xiao, Ruoyu Sun, Qi Long, Weijie Su |
| 2024 | ICML | Uniformly Stable Algorithms for Adversarial Training and Beyond. | Jiancong Xiao, Jiawei Zhang, Zhi-Quan Luo, Asuman E. Ozdaglar |