{"id":18325907,"url":"https://github.com/yfletberliac/adversarially-guided-actor-critic","last_synced_at":"2025-04-06T00:31:27.410Z","repository":{"id":37970899,"uuid":"333176177","full_name":"yfletberliac/adversarially-guided-actor-critic","owner":"yfletberliac","description":"AGAC: Adversarially Guided 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Adversarially Guided Actor-Critic (AGAC)\n\nThis repository contains an implementation of AGAC, as introduced\nin [Adversarially Guided Actor-Critic](https://openreview.net/forum?id=_mQp5cr_iNy) (ICLR 2021).\n\n\nThis is the original **TensorFlow** implementation.  \nFind the **PyTorch** implementation [here](https://github.com/yfletberliac/adversarially-guided-actor-critic/tree/main/agac_torch).\n\n## Installation\n\n```\n# create a new conda environment\nconda create -n agac python=3.7\nconda activate agac \n\n# install dependencies\ngit clone git@github.com:yfletberliac/adversarially-guided-actor-critic.git\ncd adversarially-guided-actor-critic\npip install -r requirements.txt\n```\n\n## Train AGAC on MiniGrid\n\n```\npython run_minigrid.py\n```\n\n## Train AGAC on Vizdoom\n(follow [Vizdoom install](https://github.com/yfletberliac/adversarially-guided-actor-critic#vizdoom-install) first)\n```\npython run_vizdoom.py\n```\n\n### Vizdoom install\n\n#### Ubuntu\n\n```\nsudo apt-get install cmake libboost-all-dev libgtk2.0-dev libsdl2-dev python-numpy\npip install -e git://github.com/yfletberliac/vizdoomgym.git#egg=vizdoomgym\n```\n\n#### macOS\n\n```\nbrew install cmake boost sdl2\npip install vizdoom==1.1.8\npip install pyglet==1.5.11 -e git://github.com/yfletberliac/vizdoomgym.git#egg=vizdoomgym\n```\n\n## Citation\n\n```\n@inproceedings{\nflet-berliac2021adversarially,\ntitle={Adversarially Guided Actor-Critic},\nauthor={Yannis Flet-Berliac and Johan Ferret and Olivier Pietquin and Philippe Preux and Matthieu Geist},\nbooktitle={International Conference on Learning Representations},\nyear={2021},\n}\n```\n\n## Acknowledgements\n\nThe code is an adaptation of [Stable Baselines](https://github.com/hill-a/stable-baselines).  \nThank you to [@cibeah](https://github.com/cibeah) for the PyTorch implementation.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyfletberliac%2Fadversarially-guided-actor-critic","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fyfletberliac%2Fadversarially-guided-actor-critic","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyfletberliac%2Fadversarially-guided-actor-critic/lists"}