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• Contextual Decision Processes with Low Bellman Rank are PAC-Learnable
  2016 · 153 citations
• Making Contextual Decisions with Low Technical Debt
  2016 · 80 citations
• On Oracle-Efficient PAC RL with Rich Observations
  2018 · 20 citations
• Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches
  2018 · 17 citations
• PAC Reinforcement Learning with Rich Observations
  2016 · 14 citations
• Kinematic State Abstraction and Provably Efficient Rich-Observation Reinforcement Learning
  2019 · 13 citations
• Interaction-Grounded Learning with Action-inclusive Feedback
  2022 · 2 citations
• Towards Principled Representation Learning From Videos For Reinforcement Learning
  2024 · 1 citations
• Interaction-Grounded Learning
  2021 · 1 citations
• Provable RL with Exogenous Distractors via Multistep Inverse Dynamics
  2021 · 1 citations
• Sample-Efficient Reinforcement Learning in the Presence of Exogenous Information
  2022
• Agent-Controller Representations: Principled Offline RL with Rich Exogenous Information
  2022
• Towards Data-Driven Offline Simulations for Online Reinforcement Learning
  2022