Rui Yang

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 8

Top Topics

Reinforcement Learning

Preference Model

Partially Observable

Top Venues

Trans. Mach. Learn. Res.

Publications

Shuang Qiu, Dake Zhang, Rui Yang, Boxiang Lyu, Tong Zhang
Traversing Pareto Optimal Policies: Provably Efficient Multi-Objective Reinforcement Learning. CoRR (2024)
Jiawei Xu, Rui Yang, Feng Luo, Meng Fang, Baoxiang Wang, Lei Han
Robust Decision Transformer: Tackling Data Corruption in Offline RL via Sequence Modeling. CoRR (2024)
Rui Yang, Han Zhong, Jiawei Xu, Amy Zhang, Chongjie Zhang, Lei Han, Tong Zhang
Towards Robust Offline Reinforcement Learning under Diverse Data Corruption. ICLR (2024)
Mianchu Wang, Rui Yang, Xi Chen, Hao Sun, Meng Fang, Giovanni Montana
GOPlan: Goal-conditioned Offline Reinforcement Learning by Planning with Learned Models. Trans. Mach. Learn. Res. 2024 (2024)
Rui Yang, Ruomeng Ding, Yong Lin, Huan Zhang, Tong Zhang
Regularizing Hidden States Enables Learning Generalizable Reward Model for LLMs. CoRR (2024)
Haoxiang Wang, Yong Lin, Wei Xiong, Rui Yang, Shizhe Diao, Shuang Qiu, Han Zhao, Tong Zhang
Arithmetic Control of LLMs for Diverse User Preferences: Directional Preference Alignment with Multi-Objective Rewards. CoRR (2024)
Xiaoyu Wen, Xudong Yu, Rui Yang, Chenjia Bai, Zhen Wang
Towards Robust Offline-to-Online Reinforcement Learning via Uncertainty and Smoothness. CoRR (2023)
Hao Sun, Lei Han, Rui Yang, Xiaoteng Ma, Jian Guo, Bolei Zhou
Exploit Reward Shifting in Value-Based Deep-RL: Optimistic Curiosity-Based Exploration and Conservative Exploitation via Linear Reward Shaping. NeurIPS (2022)