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• Policy Gradient for Rectangular Robust Markov Decision Processes
  2023 · 3 citations
• Efficient Policy Iteration for Robust Markov Decision Processes via Regularization
  2022 · 2 citations
• Policy Gradient for Reinforcement Learning with General Utilities
  2022 · 1 citations
• Bring Your Own (Non-Robust) Algorithm to Solve Robust MDPs by Estimating The Worst Kernel
  2023 · 1 citations
• Solving Non-Rectangular Reward-Robust MDPs via Frequency Regularization
  2023 · 1 citations
• Optimal Sample Complexity for Single Time-Scale Actor-Critic with Momentum
  2026
• Horizon Imagination: Efficient On-Policy Rollout in Diffusion World Models
  2026
• Policy Gradient with Tree Search: Avoiding Local Optimas through Lookahead
  2025
• Dual Formulation for Non-Rectangular Lp Robust Markov Decision Processes
  2025
• On the Convergence of Single-Timescale Actor-Critic
  2024
• An Efficient Solution to s-Rectangular Robust Markov Decision Processes
  2023
• On the Global Convergence of Policy Gradient in Average Reward Markov Decision Processes
  2024