Conservative Distributional Reinforcement Learning with Safety Constraints. - Hengrui Zhang; Youfang Lin; Sheng Han 001; Shuo Wang 031; Kai Lv 002 (CoRR, 2022)

A Reliable Representation with Bidirectional Transition Model for Visual Reinforcement Learning Generalization. - Xiaobo Hu; Youfang Lin; Yue Liu; Jinwen Wang; Shuo Wang 031; Hehe Fan; Kai Lv 002 (CoRR, 2023)

Skill-Based Hierarchical Reinforcement Learning for Target Visual Navigation. - Shuo Wang 031; Zhihao Wu 001; Xiaobo Hu; Youfang Lin; Kai Lv 002 (IEEE Trans. Multim., 2023)

Spatially-Regularized Features for Vehicle Re-Identification: An Explanation of Where Deep Models Should Focus. - Kai Lv 002; Shuo Wang 031; Shuai Han; Youfang Lin (IEEE Trans. Intell. Transp. Syst., 2023)

What Effects the Generalization in Visual Reinforcement Learning: Policy Consistency with Truncated Return Prediction. - Shuo Wang 031; Zhihao Wu 001; Xiaobo Hu; Jinwen Wang; Youfang Lin; Kai Lv 002 (AAAI, 2024)

How to Learn Domain-Invariant Representations for Visual Reinforcement Learning: An Information-Theoretical Perspective. - Shuo Wang 031; Zhihao Wu 001; Jinwen Wang; Xiaobo Hu; Youfang Lin; Kai Lv 002 (IJCAI, 2024)

PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting. - Yuxin Jia; Youfang Lin; Jing Yu; Shuo Wang 031; Tianhao Liu; Huaiyu Wan (NeurIPS, 2024)

Improving Global Parameter-sharing in Physically Heterogeneous Multi-agent Reinforcement Learning with Unified Action Space. - Xiaoyang Yu; Youfang Lin; Shuo Wang 031; Kai Lv 002; Sheng Han 001 (CoRR, 2024)

Agent-Centric Relation Graph for Object Visual Navigation. - Xiaobo Hu; Youfang Lin; Shuo Wang 031; Zhihao Wu 001; Kai Lv 002 (IEEE Trans. Circuits Syst. Video Technol., 2024)

Building Category Graphs Representation with Spatial and Temporal Attention for Visual Navigation. - Xiaobo Hu; Youfang Lin; Hehe Fan; Shuo Wang 031; Zhihao Wu 001; Kai Lv 002 (ACM Trans. Multim. Comput. Commun. Appl., 2024)

Infer the Whole from a Glimpse of a Part: Keypoint-Based Knowledge Graph for Vehicle Re-Identification. - Kai Lv 002; Yunlong Li; Zhuo Chen; Shuo Wang 031; Sheng Han 001; Youfang Lin (AAAI, 2025)

CoDe: Communication Delay-Tolerant Multi-Agent Collaboration via Dual Alignment of Intent and Timeliness. - Shoucheng Song; Youfang Lin; Sheng Han 001; Chang Yao; Hao Wu 010; Shuo Wang 031; Kai Lv 002 (AAAI, 2025)

Off-Policy Conservative Distributional Reinforcement Learning With Safety Constraints. - Hengrui Zhang; Youfang Lin; Sheng Han 001; Shuo Wang 031; Kai Lv 002 (IEEE Trans. Syst. Man Cybern. Syst., 2025)

Improving monotonic optimization in heterogeneous multi-agent reinforcement learning with optimal marginal deterministic policy gradient. - Xiaoyang Yu; Youfang Lin; Shuo Wang 031; Sheng Han 001 (CoRR, 2025)