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Entropy Methods in RL

Topic: RL

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Entropy Regularization

Add entropy to objective.

Benefits

Exploration. Policy improvement.

Soft Actor-Critic

Entropy-regularized RL.

Maximum Entropy

Maximize entropy + reward.

Key Takeaways

  1. Entropy for exploration
  2. SAC uses entropy
  3. Policy improvement

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