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ppo-dice

Please use hyper parameters from this readme. With other hyper parameters things might not work (it's RL after all)!

This repo contains a PyTorch implementation for the paper

Stable Policy Optimization via Off-Policy Divergence Regularization. Ahmed Touati, Amy Zhang, Joelle Pineau and Pascal Vincent. UAI2020

@article{touati2020stable,
  title={Stable Policy Optimization via Off-Policy Divergence Regularization},
  author={Touati, Ahmed and Zhang, Amy and Pineau, Joelle and Vincent, Pascal},
  journal={arXiv preprint arXiv:2003.04108},
  year={2020}
}

Requirements

In order to install requirements, follow:

# PyTorch
conda install pytorch torchvision -c soumith

# Baselines for Atari preprocessing
git clone https://github.com/openai/baselines.git
cd baselines
pip install -e .

# Other requirements
pip install -r requirements.txt

Training

Atari

 ./run_local_atari.sh

Deepmind Control

 ./run_local.sh

LICENSE

Attribution-NonCommercial 4.0 International

About

We propose a new way to make policy optimization more stable.

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