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Dengyun Peng

5 papers at tracked venues · 4 at CORE A* · active 2024–2026

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Venues

AAAI ×2EMNLP ×1ICML ×1NeurIPS ×1

Frequent coauthors

Qiguang Chen
×4
Jinhao Liu
×3
Libo Qin
×3
Wanxiang Che
×3
Huikang Su
×2
Jiannan Guan
×2
Zifeng Zhuang
×2
Donglin Wang
×2
Liangyu Huo
×1
Jian Xie
×1
Yuhan Liu
×1
Qinghe Liu
×1

Papers

  1. Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Significant Gains in Reasoning Efficiency in Large Language Models
    AAAI 2026 ·
    Qiguang Chen
    , Dengyun Peng,
    Jinhao Liu
    ,
    Huikang Su
    ,
    Jiannan Guan
    ,
    Libo Qin
    ,
    Wanxiang Che
  2. Beware of Reasoning Overconfidence: Pitfalls in the Reasoning Process for Multi-solution Tasks
    AAAI 2026 ·
    Jiannan Guan
    ,
    Qiguang Chen
    ,
    Libo Qin
    , Dengyun Peng,
    Jinhao Liu
    ,
    Liangyu Huo
    ,
    Jian Xie
    ,
    Wanxiang Che
  3. Boundary-to-Region Supervision for Offline Safe Reinforcement Learning
    NeurIPS 2025 ·
    Huikang Su
    , Dengyun Peng,
    Zifeng Zhuang
    ,
    Yuhan Liu
    ,
    Qiguang Chen
    ,
    Donglin Wang
    ,
    Qinghe Liu
  4. DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective
    EMNLP 2025 · Dengyun Peng,
    Yuhang Zhou
    ,
    Qiguang Chen
    ,
    Jinhao Liu
    ,
    Jingjing Chen
    ,
    Libo Qin
    ,
    Wanxiang Che
  5. Reinformer: Max-Return Sequence Modeling for Offline RL
    ICML 2024 ·
    Zifeng Zhuang
    , Dengyun Peng,
    Jinxin Liu
    ,
    Ziqi Zhang
    ,
    Donglin Wang