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• Finite-Time Performance Bounds and Adaptive Learning Rate Selection for Two Time-Scale Reinforcement Learning
  2019 · 19 citations
• A Provably-Efficient Model-Free Algorithm for Constrained Markov Decision Processes
  2021 · 6 citations
• Provably Efficient Model-Free Algorithms for Non-stationary CMDPs
  2023 · 3 citations
• Sample Efficient Reinforcement Learning in Mixed Systems through Augmented Samples and Its Applications to Queueing Networks
  2023 · 2 citations
• Safe Reinforcement Learning with Instantaneous Constraints: The Role of Aggressive Exploration
  2023 · 2 citations
• FORK: A Forward-Looking Actor For Model-Free Reinforcement Learning
  2020 · 1 citations
• Zeroth-Order Policy Gradient for Reinforcement Learning from Human Feedback without Reward Inference
  2024 · 1 citations
• Provable Reinforcement Learning from Human Feedback with an Unknown Link Function
  2025
• Reinforcement Learning from Human Feedback without Reward Inference: Model-Free Algorithm and Instance-Dependent Analysis