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• Deeply AggreVaTeD: Differentiable Imitation Learning for Sequential Prediction
  2017 · 91 citations
• Policy Poisoning in Batch Reinforcement Learning and Control
  2019 · 43 citations
• Truncated Horizon Policy Search: Combining Reinforcement Learning & Imitation Learning
  2018 · 38 citations
• PC-PG: Policy Cover Directed Exploration for Provable Policy Gradient Learning
  2020 · 28 citations
• Dual Policy Iteration
  2018 · 25 citations
• Bilinear Classes: A Structural Framework for Provable Generalization in RL
  2021 · 21 citations
• Efficient Model-free Reinforcement Learning in Metric Spaces
  2019 · 20 citations
• Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches
  2018 · 17 citations
• Finite Sample Analysis of Minimax Offline Reinforcement Learning: Completeness, Fast Rates and First-Order Efficiency