Self-Polish: Enhance Reasoning in Large Language Models via Problem Refinement. - Zhiheng Xi; Senjie Jin; Yuhao Zhou; Rui Zheng; Songyang Gao; Jia Liu; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (EMNLP (Findings), 2023)

Self-Polish: Enhance Reasoning in Large Language Models via Problem Refinement. - Zhiheng Xi; Senjie Jin; Yuhao Zhou; Rui Zheng; Songyang Gao; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2023)

Secrets of RLHF in Large Language Models Part I: PPO. - Rui Zheng; Shihan Dou; Songyang Gao; Yuan Hua; Wei Shen; Binghai Wang; Yan Liu 002; Senjie Jin; Qin Liu 010; Yuhao Zhou; Limao Xiong; Lu Chen; et al. (CoRR, 2023)

The Rise and Potential of Large Language Model Based Agents: A Survey. - Zhiheng Xi; Wenxiang Chen; Xin Guo; Wei He 024; Yiwen Ding; Boyang Hong; Ming Zhang 030; Junzhe Wang; Senjie Jin; Enyu Zhou; Rui Zheng; Xiaoran Fan; et al. (CoRR, 2023)

TRACE: A Comprehensive Benchmark for Continual Learning in Large Language Models. - Xiao Wang 001; Yuansen Zhang; Tianze Chen; Songyang Gao; Senjie Jin; Xianjun Yang; Zhiheng Xi; Rui Zheng; Yicheng Zou; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2023)

Improving Discriminative Capability of Reward Models in RLHF Using Contrastive Learning. - Lu Chen; Rui Zheng; Binghai Wang; Senjie Jin; Caishuang Huang; Junjie Ye; Zhihao Zhang 002; Yuhao Zhou; Zhiheng Xi; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (EMNLP, 2024)

Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning. - Zhiheng Xi; Wenxiang Chen; Boyang Hong; Senjie Jin; Rui Zheng; Wei He 024; Yiwen Ding; Shichun Liu; Xin Guo; Junzhe Wang; Honglin Guo; Wei Shen; et al. (ICML, 2024)

Secrets of RLHF in Large Language Models Part II: Reward Modeling. - Binghai Wang; Rui Zheng; Lu Chen; Yan Liu 002; Shihan Dou; Caishuang Huang; Wei Shen; Senjie Jin; Enyu Zhou; Chenyu Shi; Songyang Gao; Nuo Xu; et al. (CoRR, 2024)

MouSi: Poly-Visual-Expert Vision-Language Models. - Xiaoran Fan; Tao Ji; Changhao Jiang; Shuo Li; Senjie Jin; Sirui Song; Junke Wang; Boyang Hong; Lu Chen; Guodong Zheng; Ming Zhang 030; Caishuang Huang; et al. (CoRR, 2024)

SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model. - Yongting Zhang; Lu Chen; Guodong Zheng; Yifeng Gao; Rui Zheng; Jinlan Fu; Zhenfei Yin; Senjie Jin; Yu Qiao 001; Xuanjing Huang 001; Feng Zhao 004; Tao Gui; et al. (CoRR, 2024)

SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Models. - Yongting Zhang; Lu Chen; Guodong Zheng; Yifeng Gao; Rui Zheng; Jinlan Fu; Zhenfei Yin; Senjie Jin; Yu Qiao 001; Xuanjing Huang 001; Feng Zhao 004; Tao Gui; et al. (CVPR, 2025)

The rise and potential of large language model based agents: a survey. - Zhiheng Xi; Wenxiang Chen; Xin Guo; Wei He 024; Yiwen Ding; Boyang Hong; Ming Zhang 030; Junzhe Wang; Senjie Jin; Enyu Zhou; Rui Zheng; Xiaoran Fan; et al. (Sci. China Inf. Sci., 2025)

EliteKV: Scalable KV Cache Compression via RoPE Frequency Selection and Joint Low-Rank Projection. - Yuhao Zhou; Sirui Song; Boyang Liu; Zhiheng Xi; Senjie Jin; Xiaoran Fan; Zhihao Zhang 002; Wei Li; Xuanjing Huang 001 (CoRR, 2025)

Speech-Language Models with Decoupled Tokenizers and Multi-Token Prediction. - Xiaoran Fan; Zhichao Sun; Yangfan Gao; Jingfei Xiong; Hang Yan 001; Yifei Cao; Jiajun Sun; Shuo Li; Zhihao Zhang 002; Zhiheng Xi; Yuhao Zhou; Senjie Jin; et al. (CoRR, 2025)

Reinforcement Fine-Tuning Enables MLLMs Learning Novel Tasks Stably. - Zhihao Zhang 002; Qiaole Dong; Qi Zhang 001; Jun Zhao 019; Enyu Zhou; Zhiheng Xi; Senjie Jin; Xiaoran Fan; Yuhao Zhou; Yanwei Fu 001; Tao Ji; Tao Gui; et al. (CoRR, 2025)

Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination. - Mingqi Wu; Zhihao Zhang 002; Qiaole Dong; Zhiheng Xi; Jun Zhao 019; Senjie Jin; Xiaoran Fan; Yuhao Zhou; Yanwei Fu 001; Qin Liu 010; Songyang Zhang; Qi Zhang 001 (CoRR, 2025)

VRPO: Rethinking Value Modeling for Robust RL Training under Noisy Supervision. - Dingwei Zhu; Shihan Dou; Zhiheng Xi; Senjie Jin; Guoqiang Zhang; Jiazheng Zhang; Junjie Ye; Mingxu Chai; Enyu Zhou; Ming Zhang 030; Caishuang Huang; Yunke Zhang; et al. (CoRR, 2025)