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• Dynamics Generalization via Information Bottleneck in Deep Reinforcement Learning
  2020 · 17 citations
• Predictive Coding for Boosting Deep Reinforcement Learning with Sparse Rewards
  2019 · 4 citations
• Preventing Imitation Learning with Adversarial Policy Ensembles
  2020 · 4 citations
• Bootstrapped Reward Shaping
  2025 · 3 citations
• Multi-Objective Policy Gradients with Topological Constraints
  2022 · 2 citations
• Average-Reward Soft Actor-Critic
  2025
• EVAL: EigenVector-based Average-reward Learning
  2025
• Utilizing Prior Solutions for Reward Shaping and Composition in Entropy-Regularized Reinforcement Learning
  2022
• Leveraging Prior Knowledge in Reinforcement Learning via Double-Sided Bounds on the Value Function
  2023
• Bounding the Optimal Value Function in Compositional Reinforcement Learning
  2023
• Learning telic-controllable state representations
  2024