| 2025 | ICML | OmniArch: Building Foundation Model for Scientific Computing. | Tianyu Chen, Haoyi Zhou, Ying Li, Hao Wang, Chonghan Gao, Rongye Shi, Shanghang Zhang, Jianxin Li |
| 2025 | IJCNN | Neural Algorithmic Reasoners informed Large Language Model for Multi-Agent Path Finding. | Pu Feng, Size Wang, Yuhong Cao, Junkang Liang, Rongye Shi, Wenjun Wu |
| 2025 | IROS | CLGA: A Collaborative LLM Framework for Dynamic Goal Assignment in Multi-Robot Systems. | Xin Yu, Haoyuan Li, Yandong Wang, Simin Li, Rongye Shi, Gangzheng Ai, Zhiqiang Pu, Wenjun Wu |
| 2024 | AAAI | Leveraging Partial Symmetry for Multi-Agent Reinforcement Learning. | Xin Yu, Rongye Shi, Pu Feng, Yongkai Tian, Simin Li, Shuhao Liao, Wenjun Wu |
| 2024 | ECAI | Exploiting Hierarchical Symmetry in Multi-Agent Reinforcement Learning. | Yongkai Tian, Xin Yu, Yirong Qi, Li Wang, Pu Feng, Wenjun Wu, Rongye Shi, Jie Luo |
| 2024 | ICRA | AdaptAUG: Adaptive Data Augmentation Framework for Multi-Agent Reinforcement Learning. | Xin Yu, Yongkai Tian, Li Wang, Pu Feng, Wenjun Wu, Rongye Shi |
| 2024 | IROS | Hierarchical Consensus-Based Multi-Agent Reinforcement Learning for Multi-Robot Cooperation Tasks. | Pu Feng, Junkang Liang, Size Wang, Xin Yu, Xin Ji, Yiting Chen, Kui Zhang, Rongye Shi, Wenjun Wu |
| 2023 | ECAI | ESP: Exploiting Symmetry Prior for Multi-Agent Reinforcement Learning. | Xin Yu, Rongye Shi, Pu Feng, Yongkai Tian, Jie Luo, Wenjun Wu |
| 2023 | IROS | Air-M: A Visual Reality Many-Agent Reinforcement Learning Platform for Large-Scale Aerial Unmanned System. | Jiabin Lou, Wenjun Wu, Shuhao Liao, Rongye Shi |
| 2022 | MOBICOM | ST-ICM: spatial-temporal inference calibration model for low cost fine-grained mobile sensing. | Chengzhao Yu, Ji Luo, Rongye Shi, Xinyu Liu, Fan Dang, Xinlei Chen |
| 2021 | AAAI | Physics-Informed Deep Learning for Traffic State Estimation: A Hybrid Paradigm Informed By Second-Order Traffic Models. | Rongye Shi, Zhaobin Mo, Xuan Di |
| 2016 | IJCNN | On the design of phase locked loop oscillatory neural networks: Mitigation of transmission delay effects. | Rongye Shi, Thomas C. Jackson, Brian Swenson, Soummya Kar, Lawrence T. Pileggi |