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Dengyun Peng

AI4Research: a survey of artificial intelligence for scientific research
2026 · Qiguang Chen, Mingda Yang, et al. · Science China Information Sciences · 4
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DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective
2025 · Dengyun Peng, Yuhang Zhou, et al. · Findings of the Association for Computational Linguistics: EMNLP (Findings of EMNLP) · 2
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Reinformer: Max-Return Sequence Modeling for Offline RL
2024 · Zhuang, Zifeng, Peng, Dengyun, et al. · arXiv (Cornell University) · 2
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Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Significant Gains in Reasoning Efficiency in Large Language Models
2026 · Qiguang Chen, Dengyun Peng, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 1
ATI-OPD: Adaptive Teacher Intervention for Stable Long-Sequence On-Policy Distillation
2026 · Guan, Jiannan, Jiang, Youxin, et al. · arXiv (Cornell University)
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TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training
2026 · Zhou, Yuhang, Zheng, Kai, et al. · arXiv (Cornell University)
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Unraveling Max-Return Sequence Modeling via Return Consistency
2026 · Zifeng Zhuang, Dengyun Peng, et al. · International Joint Conference on Neural Networks (IJCNN)
The Scaling Laws of Skills in LLM Agent Systems
2026 · Chen, Charles, Yu, Qiming, et al. · arXiv (Cornell University)
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Do Coding Agents Understand Least-Privilege Authorization?
2026 · Yan, Zheng, Weng, Jingxiang, et al. · arXiv (Cornell University)
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Beware of Reasoning Overconfidence: Pitfalls in the Reasoning Process for Multi-solution Tasks
2026 · Jiannan Guan, Qiguang Chen, et al. · Proceedings of the AAAI Conference on Artificial Intelligence
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Beware of Reasoning Overconfidence: Pitfalls in the Reasoning Process for Multi-solution Tasks
2026 · Association for Artificial Intelligence 2026, Che, Wanxiang, et al. · Underline Science Inc.
Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Significant Gains in Reasoning Efficiency in Large Language Models
2026 · Association for Artificial Intelligence 2026, Che, Wanxiang, et al. · Underline Science Inc.
Learning Solvability Boundaries in LLMs: Improving Reasoning, Detecting Unsolvability, and Calibrating Refusal
2026 · Dengyun Peng, Qiguang Chen, et al. · Findings of the Association for Computational Linguistics: EMNLP (Findings of EMNLP)
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Beware of Reasoning Overconfidence: Pitfalls in the Reasoning Process for Multi-solution Tasks
2025 · Guan, Jiannan, Chen, Qiguang, et al. · arXiv (Cornell University)
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The Universal Landscape of Human Reasoning
2025 · Chen, Qiguang, Liu, Jinhao, et al. · arXiv (Cornell University)
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Boundary-to-Region Supervision for Offline Safe Reinforcement Learning
2025 · Huikang Su, Dengyun Peng, et al. · neural information processing systems
Construction of Simulation Environment and Design of Path Planning for Maze Robot
2023 · Wei Xie, Qian Wang, et al. · IEEE International Conference on Information Systems and Computer Aided Education (ICISCAE)
Works count: 19
Citation count: 9
H-index: 2
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