Li, Yi-Chen

1. Policy Regularization with Dataset Constraint for Offline Reinforcement Learning
   2023/06/11 by Yuhang Ran, Ran, Yuhang, Yi-Chen Li +7 · 8 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
2. Generalist Reward Models: Found Inside Large Language Models
   2025/06/29 by Yichen Li, Li, Yi-Chen, Tianmin Xu +14 · 11 citations
   Computer Science · #Explainable Artificial Intelligence (XAI) #Multimodal Machine Learning Applications #Topic Modeling
3. Q-Adapter: Customizing Pre-trained LLMs to New Preferences with Forgetting Mitigation
   2024/07/04 by Yi-Chen Li, Li, Yi-Chen, Fuxiang Zhang +12 · 2 citations
   Business, Management and Accounting · Computer Science · #Advanced Database Systems and Queries #Business Process Modeling and Analysis #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Debiased Offline Representation Learning for Fast Online Adaptation in Non-stationary Dynamics
   2024/02/17 by Zhang, Xinyu, Qiu, Wenjie, Li, Yi-Chen +4 · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
5. Any-step Dynamics Model Improves Future Predictions for Online and Offline Reinforcement Learning
   2024/05/27 by Lin, Haoxin, Xu, Yu-Yan, Sun, Yihao +6 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. Improving Sample Efficiency of Reinforcement Learning with Background Knowledge from Large Language Models
   2024/07/04 by Fuxiang Zhang, Junyou Li, Zhang, Fuxiang +9 · 1 citation
   Computer Science · #Speech and dialogue systems #Topic Modeling #Reinforcement Learning in Robotics