publications

2026

1. AAMAS

   Efficient Teammate Adaptation with Language-assisted Progressive Intention Alignment

   Zhi-Chao Wu , Rui-Qi Xue , Yi-Chen Li , ... Jing-Wen Yang , and 3 more authors

   In Proceedings of the 25th International Conference on Autonomous Agents and Multiagent Systems (AAMAS’26), Extended Abstract, 2026

   Bib

   @inproceedings{wu2026efficient,
     title = {Efficient Teammate Adaptation with Language-assisted Progressive Intention Alignment},
     author = {Wu, Zhi-Chao and Xue, Rui-Qi and Li, Yi-Chen and Guan, Cong and Yang, Jing-Wen and Yuan, Lei and Yu, Yang},
     booktitle = {Proceedings of the 25th International Conference on Autonomous Agents and Multiagent Systems (AAMAS'26), Extended Abstract},
     year = {2026},
     address = {Detroit, USA},
   }

2. ICML

   CollabBench: Benchmarking and Unleashing the Collaborative Ability of LLMs with Diverse Players via Proactive Engagement

   Hong Qian , Yuanhao Liu , Zihan Zhou , and 7 more authors

   In Proceedings of the 43rd International Conference on Machine Learning (ICML’26), 2026

   Bib

   @inproceedings{CollabBench2026,
     author = {Qian, Hong and Liu, Yuanhao and Zhou, Zihan and Zhang, Zongbao and Ge, Hanjie and Shi, Haotian and Dou, Liang and Wang, Xiangfeng and Yang, Jingwen and Zhou, Aimin},
     title = {CollabBench: Benchmarking and Unleashing the Collaborative Ability of LLMs with Diverse Players via Proactive Engagement},
     booktitle = {Proceedings of the 43rd International Conference on Machine Learning (ICML'26)},
     year = {2026},
     address = {Seoul, South Korea},
   }

2025

1. ICLR

   Cross-Domain Offline Policy Adaptation with Optimal Transport and Dataset Constraint

   Jia-Fei Lyu , Meng-Bei Yan , Zhong-Jian Qiao , ... Jing-Wen Yang , and 5 more authors

   In Proceedings of the 13th International Conference on Learning Representations (ICLR’25), 2025

   Bib

   @inproceedings{lyu2025crossdomain,
     title = {Cross-Domain Offline Policy Adaptation with Optimal Transport and Dataset Constraint},
     author = {Lyu, Jia-Fei and Yan, Meng-Bei and Qiao, Zhong-Jian and Liu, Run-Ze and Ma, Xiao-Teng and Ye, De-Heng and Yang, Jing-Wen and Lu, Zong-Qing and Li, Xiu},
     booktitle = {Proceedings of the 13th International Conference on Learning Representations (ICLR'25)},
     year = {2025},
     address = {Singapore},
   }

2. KBS

   A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement Learning

   Sheng-Jie Sun , Run-Ze Liu , Jia-Fei Lyu , ... Jing-Wen Yang , and 2 more authors

   Knowledge-Based Systems, 2025

   Bib

   @article{sun2025llmreward,
     title = {A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement Learning},
     author = {Sun, Sheng-Jie and Liu, Run-Ze and Lyu, Jia-Fei and Yang, Jing-Wen and Zhang, Liang-Peng and Li, Xiu},
     journal = {Knowledge-Based Systems},
     year = {2025},
   }

3. AAAI

   Constrained Offline Black-Box Optimization via Risk Evaluation and Management

   Yi-Yi Zhu , Hua-Kang Lu , Yu-Peng Wu , ... Jing-Wen Yang , and 2 more authors

   In Proceedings of the 39th AAAI Conference on Artificial Intelligence (AAAI’25), 2025

   Bib

   @inproceedings{zhu2025constrained,
     title = {Constrained Offline Black-Box Optimization via Risk Evaluation and Management},
     author = {Zhu, Yi-Yi and Lu, Hua-Kang and Wu, Yu-Peng and Liu, Shuo and Yang, Jing-Wen and Qian, Hong},
     booktitle = {Proceedings of the 39th AAAI Conference on Artificial Intelligence (AAAI'25)},
     year = {2025},
     address = {Philadelphia, USA},
   }

2024

1. ICML

   Cross-Domain Policy Adaptation by Capturing Representation Mismatch

   Jia-Fei Lyu , Chen-Jia Bai , Jing-Wen Yang , and 2 more authors

   In Proceedings of the 41st International Conference on Machine Learning (ICML’24), 2024

   Bib

   @inproceedings{lyu2024crossdomain,
     title = {Cross-Domain Policy Adaptation by Capturing Representation Mismatch},
     author = {Lyu, Jia-Fei and Bai, Chen-Jia and Yang, Jing-Wen and Li, Xiu and Lu, Zong-Qing},
     booktitle = {Proceedings of the 41st International Conference on Machine Learning (ICML'24)},
     year = {2024},
     address = {Vienna, Austria},
   }

2. NeurIPS

   ODRL: A Benchmark for Off-Dynamics Reinforcement Learning

   Jia-Fei Lyu , Kang Xu , Jia-Cheng Xu , ... Jing-Wen Yang , and 5 more authors

   In Proceedings of the 38th International Conference on Neural Information Processing Systems (NeurIPS’24), Dataset and Benchmark Track, 2024

   Bib

   @inproceedings{lyu2024odrl,
     title = {ODRL: A Benchmark for Off-Dynamics Reinforcement Learning},
     author = {Lyu, Jia-Fei and Xu, Kang and Xu, Jia-Cheng and Yan, Meng-Bei and Yang, Jing-Wen and Zhang, Zong-Zhang and Bai, Chen-Jia and Lu, Zong-Qing and Li, Xiu},
     booktitle = {Proceedings of the 38th International Conference on Neural Information Processing Systems (NeurIPS'24), Dataset and Benchmark Track},
     year = {2024},
     address = {Vancouver, Canada},
   }

2017

1. IJCAI

   Life-Stage Modeling by Customer-Manifold Embedding

   Jing-Wen Yang , Yang Yu , and Xiao-Peng Zhang

   In Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI’17), 2017

   Bib

   @inproceedings{yang2017lifestage,
     title = {Life-Stage Modeling by Customer-Manifold Embedding},
     author = {Yang, Jing-Wen and Yu, Yang and Zhang, Xiao-Peng},
     booktitle = {Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI'17)},
     pages = {3259--3265},
     year = {2017},
     address = {Melbourne, Australia},
   }