Feng, Songtao

5 publications

AAAI 2025 Learning Nash Equilibrium of Markov Potential Games with a Shared Constraint via Primal-Dual Optimization Songtao Feng, Michael Dorothy, Jie Fu

ICML 2024 Improving Sample Efficiency of Model-Free Algorithms for Zero-Sum Markov Games Songtao Feng, Ming Yin, Yu-Xiang Wang, Jing Yang, Yingbin Liang

NeurIPS 2024 Offline Multitask Representation Learning for Reinforcement Learning Haque Ishfaq, Thanh Nguyen-Tang, Songtao Feng, Raman Arora, Mengdi Wang, Ming Yin, Doina Precup

ICML 2023 Non-Stationary Reinforcement Learning Under General Function Approximation Songtao Feng, Ming Yin, Ruiquan Huang, Yu-Xiang Wang, Jing Yang, Yingbin Liang

NeurIPS 2022 Provable Benefit of Multitask Representation Learning in Reinforcement Learning Yuan Cheng, Songtao Feng, Jing Yang, Hong Zhang, Yingbin Liang