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drl-snakegame's Introduction

Autonomous Agents in Snake Game via Deep Reinforcement Learning

If you find this project helpful, please cite our paper. [pdf] [slides]

@inproceedings{wei2018autonomous,
  title={Autonomous Agents in Snake Game via Deep Reinforcement Learning},
  author={Wei, Zhepei and Wang, Di and Zhang, Ming and Tan, Ah-Hwee and Miao, Chunyan and Zhou, You},
  booktitle={2018 IEEE International Conference on Agents (ICA)},
  pages={20--25},
  year={2018},
  organization={IEEE}
}

A demo video can be found here.

Requirements

  • python3
  • pygame
  • opencv
  • TensorFlow

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