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• Generalization in Reinforcement Learning with Selective Noise Injection and Information Bottleneck
  2019 · 57 citations
• Teaching Inverse Reinforcement Learners via Features and Demonstrations
  2018 · 40 citations
• Learner-aware Teaching: Inverse Reinforcement Learning with Preferences and Constraints
  2019 · 24 citations
• Successor Uncertainties: Exploration and Uncertainty in Temporal Difference Learning
  2018 · 9 citations
• Variational Inference for Data-Efficient Model Learning in POMDPs
  2018 · 7 citations
• Learning Safety Constraints from Demonstrations with Unknown Rewards
  2023 · 4 citations
• Reinforcement Learning with Efficient Active Feature Acquisition
  2020 · 3 citations
• Understanding and Improving Hyperbolic Deep Reinforcement Learning
  2025
• Rule-Guided Reinforcement Learning Policy Evaluation and Improvement
  2025
• Information Directed Reward Learning for Reinforcement Learning
  2021
• Option Transfer and SMDP Abstraction with Successor Features
  2021