Paper Suggestion Form

  1. LangGoal RL: https://arxiv.org/pdf/2008.06924.pdf
  2. Integrating Behaviour Cloning and RL : https://arxiv.org/pdf/1910.04281.pdf

Inverse Reinforcement Learning

  1. Inverse RL (Andrew Ng, 2000) : https://ai.stanford.edu/~ang/papers/icml00-irl.pdf
  2. Maximum Entropy IRL : https://www.aaai.org/Papers/AAAI/2008/AAAI08-227.pdf
  3. Adversarial IRL : https://arxiv.org/pdf/1710.11248.pdf

Offline Reinforcement Learning

  1. REM
  2. CQL

Deep Q Learning:

  1. Prioritized Experience Replay (https://arxiv.org/abs/1511.05952)
  2. Revisiting Fundamentals of Experience Replay (https://arxiv.org/abs/2007.06700)
  3. A Theoretical Analysis of Deep Q-Learning (https://arxiv.org/abs/1901.00137)