GitXplorerGitXplorer
f

ppo-dice

public
9 stars
5 forks
0 issues

Commits

List of commits on branch master.
Verified
932c433b729751b0ee7ef7dc206b9ca0f92a16a7

Merge pull request #1 from ahmed-touati/patch-4

aamyzhang committed 4 years ago
Verified
3d8bca699799a118d2248cc18af9c2ba2d39f870

Merge pull request #2 from ahmed-touati/patch-5

aamyzhang committed 4 years ago
Verified
3b0b06e099146e6eb3e6c7b4b3d983e10d4b2cd8

Merge pull request #3 from ahmed-touati/patch-6

aamyzhang committed 4 years ago
Verified
45500c3c2861574988b6d7035f33d350af13861c

always recompute disc_loss for policy training

aahmed-touati committed 4 years ago
Verified
2f36d7d029aba3145a42008b1f674734fdfba873

add option --disc-train 5

aahmed-touati committed 4 years ago
Verified
67dce8601e86e726fa2604001bcdb92c26b7db67

add option --disc-train 5

aahmed-touati committed 4 years ago

README

The README file for this repository.

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