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Auto-tune the Entropy Temperature of Soft Actor-Critic via Metagradient - 7th ICML AutoML workshop 2020

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Meta-SAC

Meta-SAC: Auto-tune the Entropy Temperature of Soft Actor-Critic via Metagradient.
arXiv link

Yufei Wang*, Tianwei Ni*. In 7th ICML AutoML workshop, 2020.
(* indicates equal contribution)

PyTorch implementation of Meta-SAC and baselines.

Requirements

  • PyTorch 1.4+
  • OpenAI Gym
  • Mujoco

Usage

  • Meta-SAC: meta_sac directory
  • SAC-v1, SAC-v2: sac directory
  • TD3: TD3 directory

Reference

pytorch-soft-actor-critic

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Auto-tune the Entropy Temperature of Soft Actor-Critic via Metagradient - 7th ICML AutoML workshop 2020

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