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• Contextual Decision Processes with Low Bellman Rank are PAC-Learnable
  2016 · 153 citations
• On the Theory of Policy Gradient Methods: Optimality, Approximation, and Distribution Shift
  2019 · 111 citations
• Making Contextual Decisions with Low Technical Debt
  2016 · 80 citations
• Off-Policy Policy Gradient with State Distribution Correction
  2019 · 46 citations
• Safe Reinforcement Learning via Curriculum Induction
  2020 · 41 citations
• FLAMBE: Structural Complexity and Representation Learning of Low Rank MDPs
  2020 · 36 citations
• Provably Good Batch Reinforcement Learning Without Great Exploration
  2020 · 36 citations
• Model-Based Reinforcement Learning with a Generative Model is Minimax Optimal
  2019 · 33 citations
• PC-PG: Policy Cover Directed Exploration for Provable Policy Gradient Learning
  2020 · 28 citations