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• Learning Policies with Zero or Bounded Constraint Violation for Constrained MDPs
  2021 · 16 citations
• Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement Learning
  2022 · 3 citations
• Provably Fast Convergence of Independent Natural Policy Gradient for Markov Potential Games
  2023 · 2 citations
• Policy Optimization for Constrained MDPs with Provable Fast Global Convergence
  2021 · 1 citations
• Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation
  2023 · 1 citations
• DISPO: Enhancing Training Efficiency and Stability in Reinforcement Learning for Large Language Model Mathematical Reasoning
  2026
• HiPER: Hierarchical Reinforcement Learning with Explicit Credit Assignment for Large Language Model Agents
  2026
• Provable Policy Gradient Methods for Average-Reward Markov Potential Games
  2024