(yet) Study on Preference based Learning

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• Reference

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Reference

• Papers
  • PEBBLE: Feedback-Efficient Interactive Reinforcement Learning via Relabeling Experience and Unsupervised Pre-training
  • Learning Multimodal Rewards from Rankings
  • Reward Uncertainty for Exploration in Preference-based Reinforcement Learning
  • Few-Shot Preference Learning for Human-in-the-Loop RL
  • Inverse Preference Learning: Preference-based RL without a Reward Function
  • Direct Preference Optimization: Your Language Model is Secretly a Reward Model

• Lectures

  • CS294-190 Fa21 Advanced Topics in Learning and Decision Making
    • Week 5: Human-in-the-Loop RL (Preference-based Learning)
    • Week 6: Inverse RL (An Overview of Inverse RL)
    • Week 7: Assistance Games (Cooperative IRL)