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• Imagination-Augmented Agents for Deep Reinforcement Learning
  2017 · 211 citations
• Learning model-based planning from scratch
  2017 · 78 citations
• Learning and Querying Fast Generative Models for Reinforcement Learning
  2018 · 70 citations
• Woulda, Coulda, Shoulda: Counterfactually-Guided Policy Search
  2018 · 41 citations
• Causally Correct Partial Models for Reinforcement Learning
  2020 · 16 citations
• On the role of planning in model-based deep reinforcement learning
  2020 · 15 citations
• Credit Assignment Techniques in Stochastic Computation Graphs
  2019 · 13 citations
• Divide-and-Conquer Monte Carlo Tree Search For Goal-Directed Planning
  2020 · 9 citations
• Counterfactual Credit Assignment in Model-Free Reinforcement Learning
  2020 · 8 citations
• Physically Embedded Planning Problems: New Challenges for Reinforcement Learning
  2020 · 6 citations
• Value-driven Hindsight Modelling
  2020 · 5 citations
• Beyond Tabula-Rasa: a Modular Reinforcement Learning Approach for Physically Embedded 3D Sokoban
  2020 · 2 citations