The Recognition of Driving Action Based on EEG Signals Using Wavelet-CSP Algorithm. - Jinxin Lin; Shunyu Liu 001; Gan Huang; Zhiguo Zhang 001; Kai Huang 002 (DSP, 2018)

Imbalanced Sample Generation and Evaluation for Power System Transient Stability Using CTGAN. - Gengshi Han; Shunyu Liu 001; Kaixuan Chen 004; Na Yu; Zunlei Feng; Mingli Song (ICO, 2021)

Distribution Knowledge Embedding for Graph Pooling. - Kaixuan Chen 004; Jie Song 011; Shunyu Liu 001; Na Yu; Zunlei Feng; Mingli Song (CoRR, 2021)

Distribution-Aware Graph Representation Learning for Transient Stability Assessment of Power System. - Kaixuan Chen 004; Shunyu Liu 001; Na Yu; Rong Yan; Quan Zhang; Jie Song 011; Zunlei Feng; Mingli Song (IJCNN, 2022)

Ask-AC: An Initiative Advisor-in-the-Loop Actor-Critic Framework. - Shunyu Liu 001; Xinchao Wang; Na Yu; Jie Song 011; Kaixuan Chen 004; Zunlei Feng; Mingli Song (CoRR, 2022)

A Survey on Explainable Reinforcement Learning: Concepts, Algorithms, Challenges. - Yunpeng Qing; Shunyu Liu 001; Jie Song 011; Mingli Song (CoRR, 2022)

Contrastive Identity-Aware Learning for Multi-Agent Value Decomposition. - Shunyu Liu 001; Yihe Zhou; Jie Song 011; Tongya Zheng; Kaixuan Chen 004; Tongtian Zhu; Zunlei Feng; Mingli Song (AAAI, 2023)

Adversarial Erasing with Pruned Elements: Towards Better Graph Lottery Tickets. - Yuwen Wang; Shunyu Liu 001; Kaixuan Chen 004; Tongtian Zhu; Ji Qiao; Mengjie Shi; Yuanyu Wan; Mingli Song (ECAI, 2023)

Message-passing Selection: Towards Interpretable GNNs for Graph Classification. - Wenda Li 003; Kaixuan Chen 004; Shunyu Liu 001; Wenjie Huang; Haofei Zhang; Mingli Song; Yingjie Tian 002; Yun Su (Tiny Papers @ ICLR, 2023)

Attribution Guided Layerwise Knowledge Amalgamation from Graph Neural Networks. - Yunzhi Hao; Yu Wang 176; Shunyu Liu 001; Tongya Zheng; Xingen Wang; Xinyu Wang 001; Mingli Song; Wenqi Huang 002; Chun Chen 001 (ICONIP (1), 2023)

Improving Expressivity of GNNs with Subgraph-specific Factor Embedded Normalization. - Kaixuan Chen 004; Shunyu Liu 001; Tongtian Zhu; Ji Qiao; Yun Su; Yingjie Tian 002; Tongya Zheng; Haofei Zhang; Zunlei Feng; Jingwen Ye; Mingli Song (KDD, 2023)

Lookaround Optimizer: k steps around, 1 step average. - Jiangtao Zhang; Shunyu Liu 001; Jie Song 011; Tongtian Zhu; Zhengqi Xu; Mingli Song (NeurIPS, 2023)

Is Centralized Training with Decentralized Execution Framework Centralized Enough for MARL? - Yihe Zhou; Shunyu Liu 001; Yunpeng Qing; Kaixuan Chen 004; Tongya Zheng; Yanhao Huang; Jie Song 011; Mingli Song (CoRR, 2023)

Improving Expressivity of GNNs with Subgraph-specific Factor Embedded Normalization. - Kaixuan Chen 004; Shunyu Liu 001; Tongtian Zhu; Tongya Zheng; Haofei Zhang; Zunlei Feng; Jingwen Ye; Mingli Song (CoRR, 2023)

Curricular Subgoals for Inverse Reinforcement Learning. - Shunyu Liu 001; Yunpeng Qing; Shuqi Xu; Hongyan Wu; Jiangtao Zhang; Jingyuan Cong; Tianhao Chen; Yunfu Liu; Mingli Song (CoRR, 2023)

Adversarial Erasing with Pruned Elements: Towards Better Graph Lottery Ticket. - Yuwen Wang; Shunyu Liu 001; Kaixuan Chen 004; Tongtian Zhu; Ji Qiao; Mengjie Shi; Yuanyu Wan; Mingli Song (CoRR, 2023)

Agent-Aware Training for Agent-Agnostic Action Advising in Deep Reinforcement Learning. - Yaoquan Wei; Shunyu Liu 001; Jie Song 011; Tongya Zheng; Kaixuan Chen 004; Yong Wang; Mingli Song (CoRR, 2023)

Distribution Knowledge Embedding for Graph Pooling. - Kaixuan Chen 004; Jie Song 011; Shunyu Liu 001; Na Yu; Zunlei Feng; Gengshi Han; Mingli Song (IEEE Trans. Knowl. Data Eng., 2023)

Ask-AC: An Initiative Advisor-in-the-Loop Actor-Critic Framework. - Shunyu Liu 001; Kai-Xuan Chen 001; Na Yu; Jie Song 011; Zunlei Feng; Mingli Song (IEEE Trans. Syst. Man Cybern. Syst., 2023)

Learning a Mini-Batch Graph Transformer via Two-Stage Interaction Augmentation. - Wenda Li 003; Kaixuan Chen 004; Shunyu Liu 001; Tongya Zheng; Wenjie Huang; Mingli Song (ECAI, 2024)

Unified Mask Graph Modeling for Incomplete Tabular Learning. - Na Yu; Tongya Zheng; Shunyu Liu 001; Kai-Xuan Chen 001; Mingli Song (ICONIP (6), 2024)

Improving Adversarial Robustness via Feature Pattern Consistency Constraint. - Jiacong Hu; Jingwen Ye; Zunlei Feng; Jiazhen Yang; Shunyu Liu 001; Xiaotian Yu; Lingxiang Jia; Mingli Song (IJCAI, 2024)

Multi-Channel Graph Fusion Representation for Tabular Data Imputation. - Na Yu; Ke Xu; Kai-Xuan Chen 001; Shunyu Liu 001; Tongya Zheng; Mingli Song (IJCNN, 2024)

Unveiling Global Interactive Patterns across Graphs: Towards Interpretable Graph Neural Networks. - Yuwen Wang; Shunyu Liu 001; Tongya Zheng; Kaixuan Chen 004; Mingli Song (KDD, 2024)

Temporal Prototype-Aware Learning for Active Voltage Control on Power Distribution Networks. - Feiyang Xu; Shunyu Liu 001; Yunpeng Qing; Yihe Zhou; Yuwen Wang; Mingli Song (KDD, 2024)

A2PO: Towards Effective Offline Reinforcement Learning from an Advantage-aware Perspective. - Yunpeng Qing; Shunyu Liu 001; Jingyuan Cong; Kaixuan Chen 004; Yihe Zhou; Mingli Song (NeurIPS, 2024)

Simple Graph Condensation. - Zhenbang Xiao; Yu Wang 176; Shunyu Liu 001; Huiqiong Wang; Mingli Song; Tongya Zheng (ECML/PKDD (2), 2024)

COLA: Cross-city Mobility Transformer for Human Trajectory Simulation. - Yu Wang 176; Tongya Zheng; Yuxuan Liang; Shunyu Liu 001; Mingli Song (WWW, 2024)

Disentangled Condensation for Large-scale Graphs. - Zhenbang Xiao; Shunyu Liu 001; Yu Wang 176; Tongya Zheng; Mingli Song (CoRR, 2024)

Advantage-Aware Policy Optimization for Offline Reinforcement Learning. - Yunpeng Qing; Shunyu Liu 001; Jingyuan Cong; Kaixuan Chen 004; Yihe Zhou; Mingli Song (CoRR, 2024)

Transmission Interface Power Flow Adjustment: A Deep Reinforcement Learning Approach based on Multi-task Attribution Map. - Shunyu Liu 001; Wei Luo; Yanzhen Zhou; Kai-Xuan Chen 001; Quan Zhang; Huating Xu; Qinglai Guo; Mingli Song (CoRR, 2024)

Odyssey: Empowering Agents with Open-World Skills. - Shunyu Liu 001; Yaoru Li; Kongcheng Zhang; Zhenyu Cui; Wenkai Fang; Yuxuan Zheng; Tongya Zheng; Mingli Song (CoRR, 2024)

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search. - Huanjin Yao; Jiaxing Huang 001; Wenhao Wu; Jingyi Zhang 005; Yibo Wang; Shunyu Liu 001; Yingjie Wang 007; Yuxin Song; Haocheng Feng; Li Shen 008; Dacheng Tao (CoRR, 2024)

Multi-agent Continuous Control with Generative Flow Networks. - Shuang Luo; Yinchuan Li; Shunyu Liu 001; Xu Zhang 011; Yunfeng Shao 001; Chao Wu 001 (Neural Networks, 2024)

Progressive decision-making framework for power system topology control. - Shunyu Liu 001; Yanzhen Zhou; Mingli Song; Guangquan Bu; Jianbo Guo; Chun Chen 001 (Expert Syst. Appl., 2024)

Spatiotemporal-Augmented Graph Neural Networks for Human Mobility Simulation. - Yu Wang 176; Tongya Zheng; Shunyu Liu 001; Zunlei Feng; Kai-Xuan Chen 001; Yunzhi Hao; Mingli Song (IEEE Trans. Knowl. Data Eng., 2024)

Interaction Pattern Disentangling for Multi-Agent Reinforcement Learning. - Shunyu Liu 001; Jie Song 011; Yihe Zhou; Na Yu; Kaixuan Chen 004; Zunlei Feng; Mingli Song (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Holistic Semantic Representation for Navigational Trajectory Generation. - Ji Cao 001; Tongya Zheng; Qinghong Guo; Yu Wang 176; Junshu Dai; Shunyu Liu 001; Jie Yang; Jie Song 011; Mingli Song (AAAI, 2025)

Agent-Aware Training for Agent-Agnostic Action Advising in Deep Reinforcement Learning. - Yaoquan Wei; Shunyu Liu 001; Jie Song 011; Tongya Zheng; Kaixuan Chen 004; Mingli Song (AAAI, 2025)

Disentangled Table-Graph Representation for Interpretable Transmission Line Fault Location. - Na Yu; Yutong Deng; Shunyu Liu 001; Kaixuan Chen 004; Tongya Zheng; Mingli Song (AAAI, 2025)

Cooperative Policy Agreement: Learning Diverse Policy for Offline MARL. - Yihe Zhou; Yuxuan Zheng; Yue Hu; Kaixuan Chen 004; Tongya Zheng; Jie Song 011; Mingli Song; Shunyu Liu 001 (AAAI, 2025)

Dynamic Parallel Tree Search for Efficient LLM Reasoning. - Yifu Ding; Wentao Jiang; Shunyu Liu 001; Yongcheng Jing; Jinyang Guo; Yingjie Wang; Jing Zhang; Zengmao Wang; Ziwei Liu 002; Bo Du 001; Xianglong Liu 001; Dacheng Tao (ACL (1), 2025)

Supervised Optimism Correction: Be Confident When LLMs Are Sure. - Junjie Zhang; Rushuai Yang; Shunyu Liu 001; Ting-En Lin; Fei Huang 002; Yi Chen; Yongbin Li; Dacheng Tao (ACL (Findings), 2025)

From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks. - Jie Yang; Yuwen Wang; Kaixuan Chen 004; Tongya Zheng; Yihe Zhou; Zhenbang Xiao; Ji Cao 001; Mingli Song; Shunyu Liu 001 (ICLR, 2025)

CADP: Towards Better Centralized Learning for Decentralized Execution in MARL. - Yihe Zhou; Shunyu Liu 001; Yunpeng Qing; Tongya Zheng; Kaixuan Chen 004; Jie Song 011; Mingli Song (AAMAS, 2025)

Powerformer: A Section-adaptive Transformer for Power Flow Adjustment. - Kaixuan Chen 004; Wei Luo; Shunyu Liu 001; Yaoquan Wei; Yihe Zhou; Yunpeng Qing; Quan Zhang; Yong Wang; Jie Song 011; Mingli Song (KDD (1), 2025)

Disentangled Condensation for Large-scale Graphs. - Zhenbang Xiao; Yu Wang 176; Shunyu Liu 001; Bingde Hu; Huiqiong Wang; Mingli Song; Tongya Zheng (WWW, 2025)

Utilizing RBC system for taxation policy evaluation: An adaptive interaction framework based on deep reinforcement learning. - Shuang Luo; Shunyu Liu 001; Tianrun Cai; Chao Wu 001 (Expert Syst. Appl., 2025)

Reasoning with Reinforced Functional Token Tuning. - Kongcheng Zhang; Qi Yao; Baisheng Lai; Jiaxing Huang 001; Wenkai Fang; Dacheng Tao; Mingli Song; Shunyu Liu 001 (CoRR, 2025)

Dynamic Parallel Tree Search for Efficient LLM Reasoning. - Yifu Ding; Wentao Jiang; Shunyu Liu 001; Yongcheng Jing; Jinyang Guo; Yingjie Wang; Jing Zhang 037; Zengmao Wang; Ziwei Liu 002; Bo Du 001; Xianglong Liu 001; Dacheng Tao (CoRR, 2025)

Parallelized Planning-Acting for Efficient LLM-based Multi-Agent Systems. - Yaoru Li; Shunyu Liu 001; Tongya Zheng; Mingli Song (CoRR, 2025)

A Survey of Direct Preference Optimization. - Shunyu Liu 001; Wenkai Fang; Zetian Hu; Junjie Zhang; Yang Zhou; Kongcheng Zhang; Rongcheng Tu; Ting-En Lin; Fei Huang 002; Mingli Song; Yongbin Li; Dacheng Tao (CoRR, 2025)

R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization. - Jingyi Zhang 005; Jiaxing Huang 001; Huanjin Yao; Shunyu Liu 001; Xikun Zhang 007; Shijian Lu; Dacheng Tao (CoRR, 2025)

Reinforced Model Merging. - Jiaqi Han; Jingwen Ye; Shunyu Liu 001; Haofei Zhang; Jie Song 011; Zunlei Feng; Mingli Song (CoRR, 2025)

Curricular Subgoals for Inverse Reinforcement Learning. - Shunyu Liu 001; Yunpeng Qing; Shuqi Xu; Hongyan Wu; Jiangtao Zhang; Jingyuan Cong; Tianhao Chen; Yun-Fu Liu; Mingli Song (IEEE Trans. Intell. Transp. Syst., 2025)

Bi-level Mean Field: Dynamic Grouping for Large-Scale MARL. - Yuxuan Zheng; Yihe Zhou; Feiyang Xu; Mingli Song; Shunyu Liu 001 (CoRR, 2025)

VORTA: Efficient Video Diffusion via Routing Sparse Attention. - Wenhao Sun; Rong-Cheng Tu; Yifu Ding; Zhao Jin; Jingyi Liao; Shunyu Liu 001; Dacheng Tao (CoRR, 2025)

SeRL: Self-Play Reinforcement Learning for Large Language Models with Limited Data. - Wenkai Fang; Shunyu Liu 001; Yang Zhou; Kongcheng Zhang; Tongya Zheng; Kai-Xuan Chen 001; Mingli Song; Dacheng Tao (CoRR, 2025)

BiTrajDiff: Bidirectional Trajectory Generation with Diffusion Models for Offline Reinforcement Learning. - Yunpeng Qing; Shuo Chen; Yixiao Chi; Shunyu Liu 001; Sixu Lin; Changqing Zou (CoRR, 2025)

Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM Reasoning. - Kongcheng Zhang; Qi Yao; Shunyu Liu 001; Yingjie Wang; Baisheng Lai; Jieping Ye; Mingli Song; Dacheng Tao (CoRR, 2025)

Intra-Trajectory Consistency for Reward Modeling. - Chaoyang Zhou; Shunyu Liu 001; Zengmao Wang; Di Wang 023; Rong-Cheng Tu; Bo Du 001; Dacheng Tao (CoRR, 2025)

MeRF: Motivation-enhanced Reinforcement Finetuning for Large Reasoning Models. - Junjie Zhang; Guozheng Ma; Shunyu Liu 001; Haoyu Wang 003; Jiaxing Huang 001; Ting-En Lin; Fei Huang 002; Yongbin Li; Dacheng Tao (CoRR, 2025)

SPAZER: Spatial-Semantic Progressive Reasoning Agent for Zero-shot 3D Visual Grounding. - Zhao Jin; Rong-Cheng Tu; Jingyi Liao; Wenhao Sun; Xiao Luo 001; Shunyu Liu 001; Dacheng Tao (CoRR, 2025)

VeriGUI: Verifiable Long-Chain GUI Dataset. - Shunyu Liu 001; Minghao Liu 003; Huichi Zhou; Zhenyu Cui; Yang Zhou; Yuhao Zhou; Wendong Fan; Ge Zhang 009; Jiajun Shi; Weihao Xuan; Jiaxing Huang 001; Shuang Luo; et al. (CoRR, 2025)