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• Non-stationary Reinforcement Learning under General Function Approximation
  2023 · 1 citations
• Breaking the Computational Barrier: Provably Efficient Actor-Critic for Low-Rank MDPs
  2026
• Flow Matching for Offline Reinforcement Learning with Discrete Actions
  2026
• Augmenting Online RL with Offline Data is All You Need: A Unified Hybrid RL Algorithm Design and Analysis
  2025
• Robust Offline Reinforcement Learning for Non-Markovian Decision Processes
  2024
• Safe Exploration Incurs Nearly No Additional Sample Complexity for Reward-free RL
  2022
• Improved Sample Complexity for Reward-free Reinforcement Learning under Low-rank MDPs
  2023
• Near-optimal Conservative Exploration in Reinforcement Learning under Episode-wise Constraints
  2023
• Provably Efficient UCB-type Algorithms For Learning Predictive State Representations
  2023
• Provable Benefits of Multi-task RL under Non-Markovian Decision Making Processes
  2023