Dengyun Peng

According to our database, Dengyun Peng authored at least 17 papers between 2023 and 2026.

Collaborative distances:

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

2026

The Scaling Laws of Skills in LLM Agent Systems.

Charles Chen, Qiming Yu, Yuhang Gu, Zhuoye Huang, Hanjing Li, Hongyu Liu, Simin Liu, Jinhao Liu, Dengyun Peng, Jiangyi Wang, Zheng Yan, Fanqing Meng, Ethan Qin, Carl Che, Mengkang Hu

CoRR, May, 2026

Do Coding Agents Understand Least-Privilege Authorization?

Zheng Yan, Jingxiang Weng, Charles Chen, Dengyun Peng, Ethan Qin, Jiannan Guan, Jinhao Liu, Qiming Yu, Yixin Yuan, Fanqing Meng, Carl Che, Mengkang Hu

CoRR, May, 2026

Beware of Reasoning Overconfidence: Pitfalls in the Reasoning Process for Multi-solution Tasks.

Jiannan Guan, Qiguang Chen, Libo Qin, Dengyun Peng, Jinhao Liu, Liangyu Huo, Jian Xie, Wanxiang Che

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Significant Gains in Reasoning Efficiency in Large Language Models.

Qiguang Chen, Dengyun Peng, Jinhao Liu, Huikang Su, Jiannan Guan, Libo Qin, Wanxiang Che

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

Learning the Boundary of Solvability: Aligning LLMs to Detect Unsolvable Problems.

Dengyun Peng, Qiguang Chen, Bofei Liu, Jiannan Guan, Libo Qin, Zheng Yan, Jinhao Liu, Jianshu Zhang, Wanxiang Che

CoRR, December, 2025

The Universal Landscape of Human Reasoning.

Qiguang Chen, Jinhao Liu, Libo Qin, Yimeng Zhang, Yihao Liang, Shangxu Ren, Chengyu Luan, Dengyun Peng, Hanjing Li, Jiannan Guan, Zheng Yan, Jiaqi Wang, Mengkang Hu, Yantao Du, Zhi Chen, Xie Chen, Wanxiang Che

CoRR, October, 2025

AutoPR: Let's Automate Your Academic Promotion!

Qiguang Chen, Zheng Yan, Ming-Hsuan Yang, Libo Qin, Yixin Yuan, Hanjing Li, Jinhao Liu, Yiyan Ji, Dengyun Peng, Jiannan Guan, Mengkang Hu, Yantao Du, Wanxiang Che

CoRR, October, 2025

Beyond Surface Reasoning: Unveiling the True Long Chain-of-Thought Capacity of Diffusion Large Language Models.

Qiguang Chen, Hanjing Li, Libo Qin, Dengyun Peng, Ji Liu, Jiangyi Wang, Chengyue Wu, Xie Chen, Yantao Du, Wanxiang Che

CoRR, October, 2025

Boundary-to-Region Supervision for Offline Safe Reinforcement Learning.

Huikang Su, Dengyun Peng, Zifeng Zhuang, YuHan Liu, Qiguang Chen, Donglin Wang, Qinghe Liu

CoRR, September, 2025

Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models.

Qiguang Chen, Dengyun Peng, Jinhao Liu, Huikang Su, Jiannan Guan, Libo Qin, Wanxiang Che

CoRR, August, 2025

AI4Research: A Survey of Artificial Intelligence for Scientific Research.

Qiguang Chen, Ming-Hsuan Yang, Libo Qin, Jinhao Liu, Zheng Yan, Jiannan Guan, Dengyun Peng, Yiyan Ji, Hanjing Li, Mengkang Hu, Yimeng Zhang, Yihao Liang, Yu Zhou, Jiaqi Wang, Zhi Chen, Wanxiang Che

CoRR, July, 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

CoRR, March, 2025

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

Qiguang Chen, Libo Qin, Jinhao Liu, Dengyun Peng, Jiannan Guan, Peng Wang, Mengkang Hu, Yuhang Zhou, Te Gao, Wanxiang Che

CoRR, March, 2025

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, Jinhao Liu, Dengyun Peng, Jiaqi Wang, Mengkang Hu, Zhi Chen, Wanxiang Che, Ting Liu

CoRR, February, 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, Wanxiang Che

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2025, 2025

2024

Reinformer: Max-Return Sequence Modeling for Offline RL.

Zifeng Zhuang, Dengyun Peng, Jinxin Liu, Ziqi Zhang, Donglin Wang

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

2023

Construction of Simulation Environment and Design of Path Planning for Maze Robot.

Wei Xie, Qian Wang, Dengyun Peng

Proceedings of the 6th IEEE International Conference on Information Systems and Computer Aided Educatio, 2023