Construction of Simulation Environment and Design of Path Planning for Maze Robot. - Wei Xie; Qian Wang; Dengyun Peng (ICISCAE, 2023)

Reinformer: Max-Return Sequence Modeling for Offline RL. - Zifeng Zhuang; Dengyun Peng; Jinxin Liu; Ziqi Zhang; Donglin Wang (ICML, 2024)

ECM: A Unified Electronic Circuit Model for Explaining the Emergence of In-Context Learning and Chain-of-Thought in Large Language Model. - Qiguang Chen; Libo Qin 001; Jinhao Liu; Dengyun Peng; Jiaqi Wang 012; Mengkang Hu; Zhi Chen 006; Wanxiang Che; Ting Liu 001 (CoRR, 2025)

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models. - Qiguang Chen; Libo Qin 001; Jinhao Liu; Dengyun Peng; Jiannan Guan; Peng Wang 168; Mengkang Hu; Yuhang Zhou; Te Gao; Wanxiang Che (CoRR, 2025)

DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective. - Dengyun Peng; Yuhang Zhou; Qiguang Chen; Jinhao Liu; Jingjing Chen; Libo Qin 001 (CoRR, 2025)

AI4Research: A Survey of Artificial Intelligence for Scientific Research. - Qiguang Chen; Ming-Hsuan Yang 001; Libo Qin 001; Jinhao Liu; Zheng Yan; Jiannan Guan; Dengyun Peng; Yiyan Ji; Hanjing Li; Mengkang Hu; Yimeng Zhang; Yihao Liang; et al. (CoRR, 2025)