PPaperPicks

Shunyu Liu

Nanyang Technological University, Singapore

30 papers at tracked venues · 23 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0003-0584-9129 ↗Google Scholar ↗Homepage ↗

Venues

NeurIPS ×7AAAI ×5ACL ×4IJCAI ×3SIGKDD ×3ECAI ×2WWW ×2AAMAS ×1ECML-PKDD ×1ICCV ×1ICLR ×1

Frequent coauthors

Mingli Song
×21
Tongya Zheng
×16
Kaixuan Chen
×11
Dacheng Tao
×9
Yihe Zhou
×8
Jie Song
×6
Yu Wang
×5
Yunpeng Qing
×5
Ji Cao
×3
Yuxuan Zheng
×3
Kongcheng Zhang
×3
Yingjie Wang
×3

Papers

  1. Dual-branch Spatial-Temporal Self-supervised Representation for Enhanced Road Network Learning
    AAAI 2026 ·
    Qinghong Guo
    ,
    Yu Wang
    ,
    Ji Cao
    ,
    Tongya Zheng
    ,
    Junshu Dai
    ,
    Bingde Hu
    , Shunyu Liu,
    Canghong Jin
  2. Reasoning-Guided Exploration for Online DPO
    ACL 2026 ·
    Zetian Hu
    , Shunyu Liu,
    Ting-En Lin
    ,
    Fei Huang
    ,
    Yongbin Li
    ,
    Dacheng Tao
  3. RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation
    ACL 2026 ·
    Sunzhu Li
    ,
    Jiale Zhao
    ,
    Huimin Ren
    ,
    Zhenlin Wei
    ,
    Yang Zhou
    ,
    Jingwen Yang
    , Shunyu Liu,
    Kaike Zhang
    ,
    Chen Wei
  4. Agent-Aware Training for Agent-Agnostic Action Advising in Deep Reinforcement Learning
    AAAI 2025 ·
    Yaoquan Wei
    , Shunyu Liu,
    Jie Song
    ,
    Tongya Zheng
    ,
    Kaixuan Chen
    ,
    Mingli Song
  5. Bi-Level Mean Field: Dynamic Grouping for Large-Scale MARL
    ECAI 2025 ·
    Yuxuan Zheng
    ,
    Yihe Zhou
    ,
    Feiyang Xu
    ,
    Mingli Song
    , Shunyu Liu
  6. CADP: Towards Better Centralized Learning for Decentralized Execution in MARL
    AAMAS 2025 ·
    Yihe Zhou
    , Shunyu Liu,
    Yunpeng Qing
    ,
    Tongya Zheng
    ,
    Kaixuan Chen
    ,
    Jie Song
    ,
    Mingli Song
  7. CADP: Towards Better Centralized Learning for Decentralized Execution in MARL
    IJCAI 2025 ·
    Yihe Zhou
    , Shunyu Liu,
    Yunpeng Qing
    ,
    Tongya Zheng
    ,
    Kaixuan Chen
    ,
    Jie Song
    ,
    Mingli Song
  8. Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM Reasoning
    NeurIPS 2025 ·
    Kongcheng Zhang
    ,
    Qi Yao
    , Shunyu Liu,
    Yingjie Wang
    ,
    Baisheng Lai
    ,
    Jieping Ye
    ,
    Mingli Song
    ,
    Dacheng Tao
  9. Cooperative Policy Agreement: Learning Diverse Policy for Offline MARL
    AAAI 2025 ·
    Yihe Zhou
    ,
    Yuxuan Zheng
    ,
    Yue Hu
    ,
    Kaixuan Chen
    ,
    Tongya Zheng
    ,
    Jie Song
    ,
    Mingli Song
    , Shunyu Liu
  10. Disentangled Condensation for Large-scale Graphs
    WWW 2025 ·
    Zhenbang Xiao
    ,
    Yu Wang
    , Shunyu Liu,
    Bingde Hu
    ,
    Huiqiong Wang
    ,
    Mingli Song
    ,
    Tongya Zheng
  11. Disentangled Table-Graph Representation for Interpretable Transmission Line Fault Location
    AAAI 2025 ·
    Na Yu
    ,
    Yutong Deng
    , Shunyu Liu,
    Kaixuan Chen
    ,
    Tongya Zheng
    ,
    Mingli Song
  12. Dynamic Parallel Tree Search for Efficient LLM Reasoning
    ACL 2025 ·
    Yifu Ding
    ,
    Wentao Jiang
    , Shunyu Liu,
    Yongcheng Jing
    ,
    Jinyang Guo
    ,
    Yingjie Wang
    ,
    Jing Zhang
    ,
    Zengmao Wang
    ,
    Ziwei Liu
    ,
    Bo Du
    ,
    Xianglong Liu
    ,
    Dacheng Tao
  13. From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks
    ICLR 2025 ·
    Jie Yang
    ,
    Yuwen Wang
    ,
    Kaixuan Chen
    ,
    Tongya Zheng
    ,
    Yihe Zhou
    ,
    Zhenbang Xiao
    ,
    Ji Cao
    ,
    Mingli Song
    , Shunyu Liu
  14. Holistic Semantic Representation for Navigational Trajectory Generation
    AAAI 2025 ·
    Ji Cao
    ,
    Tongya Zheng
    ,
    Qinghong Guo
    ,
    Yu Wang
    ,
    Junshu Dai
    , Shunyu Liu,
    Jie Yang
    ,
    Jie Song
    ,
    Mingli Song
  15. Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
    NeurIPS 2025 ·
    Huanjin Yao
    ,
    Jiaxing Huang
    ,
    Wenhao Wu
    ,
    Jingyi Zhang
    ,
    Yibo Wang
    , Shunyu Liu,
    Yingjie Wang
    ,
    YuXin Song
    ,
    Haocheng Feng
    ,
    Li Shen
    ,
    Dacheng Tao
  16. Odyssey : Empowering Minecraft Agents with Open-World Skills
    IJCAI 2025 · Shunyu Liu,
    Yaoru Li
    ,
    Kongcheng Zhang
    ,
    Zhenyu Cui
    ,
    Wenkai Fang
    ,
    Yuxuan Zheng
    ,
    Tongya Zheng
    ,
    Mingli Song
  17. Powerformer: A Section-adaptive Transformer for Power Flow Adjustment
    SIGKDD 2025 ·
    Kaixuan Chen
    ,
    Wei Luo
    , Shunyu Liu,
    Yaoquan Wei
    ,
    Yihe Zhou
    ,
    Yunpeng Qing
    ,
    Quan Zhang
    ,
    Yong Wang
    ,
    Jie Song
    ,
    Mingli Song
  18. R1-VL: Learning to Reason with Multimodal Large Language Models via Step-Wise Group Relative Policy Optimization
    ICCV 2025 ·
    Jingyi Zhang
    ,
    Jiaxing Huang
    ,
    Huanjin Yao
    , Shunyu Liu,
    Xikun Zhang
    ,
    Shijian Lu
    ,
    Dacheng Tao
  19. SPAZER: Spatial-Semantic Progressive Reasoning Agent for Zero-shot 3D Visual Grounding
    NeurIPS 2025 ·
    Zhao Jin
    ,
    Rong-Cheng Tu
    ,
    Jingyi Liao
    ,
    Wenhao Sun
    ,
    Xiao Luo
    , Shunyu Liu,
    Dacheng Tao
  20. SeRL: Self-play Reinforcement Learning for Large Language Models with Limited Data
    NeurIPS 2025 ·
    Wenkai Fang
    , Shunyu Liu,
    Yang Zhou
    ,
    Kongcheng Zhang
    ,
    Tongya Zheng
    ,
    Kaixuan Chen
    ,
    Mingli Song
    ,
    Dacheng Tao
  21. Supervised Optimism Correction: Be Confident When LLMs Are Sure
    ACL 2025 ·
    Junjie Zhang
    ,
    Rushuai Yang
    , Shunyu Liu,
    Ting-En Lin
    ,
    Fei Huang
    ,
    Yi Chen
    ,
    Yongbin Li
    ,
    Dacheng Tao
  22. Tree of Preferences for Diversified Recommendation
    NeurIPS 2025 ·
    Hanyang Yuan
    ,
    Ning Tang
    ,
    Tongya Zheng
    ,
    Jiarong Xu
    ,
    Xintong Hu
    ,
    Renhong Huang
    , Shunyu Liu,
    Jiacong Hu
    ,
    Jiawei Chen
    ,
    Mingli Song
  23. VORTA: Efficient Video Diffusion via Routing Sparse Attention
    NeurIPS 2025 ·
    Wenhao Sun
    ,
    Rong-Cheng Tu
    ,
    Yifu Ding
    ,
    Jingyi Liao
    ,
    Zhao Jin
    , Shunyu Liu,
    Dacheng Tao
  24. A2PO: Towards Effective Offline Reinforcement Learning from an Advantage-aware Perspective
    NeurIPS 2024 ·
    Yunpeng Qing
    , Shunyu Liu,
    Jingyuan Cong
    ,
    Kaixuan Chen
    ,
    Yihe Zhou
    ,
    Mingli Song
  25. COLA: Cross-city Mobility Transformer for Human Trajectory Simulation
    WWW 2024 ·
    Yu Wang
    ,
    Tongya Zheng
    ,
    Yuxuan Liang
    , Shunyu Liu,
    Mingli Song
  26. Improving Adversarial Robustness via Feature Pattern Consistency Constraint
    IJCAI 2024 ·
    Jiacong Hu
    ,
    Jingwen Ye
    ,
    Zunlei Feng
    ,
    Jiazhen Yang
    , Shunyu Liu,
    Xiaotian Yu
    ,
    Lingxiang Jia
    ,
    Mingli Song
  27. Learning a Mini-Batch Graph Transformer via Two-Stage Interaction Augmentation
    ECAI 2024 ·
    Wenda Li
    ,
    Kaixuan Chen
    , Shunyu Liu,
    Tongya Zheng
    ,
    Wenjie Huang
    ,
    Mingli Song
  28. Simple Graph Condensation
    ECML-PKDD 2024 ·
    Zhenbang Xiao
    ,
    Yu Wang
    , Shunyu Liu,
    Huiqiong Wang
    ,
    Mingli Song
    ,
    Tongya Zheng
  29. Temporal Prototype-Aware Learning for Active Voltage Control on Power Distribution Networks
    SIGKDD 2024 ·
    Feiyang Xu
    , Shunyu Liu,
    Yunpeng Qing
    ,
    Yihe Zhou
    ,
    Yuwen Wang
    ,
    Mingli Song
  30. Unveiling Global Interactive Patterns across Graphs: Towards Interpretable Graph Neural Networks
    SIGKDD 2024 ·
    Yuwen Wang
    , Shunyu Liu,
    Tongya Zheng
    ,
    Kaixuan Chen
    ,
    Mingli Song