sub-play's Introduction

SUB-PLAY

Installation

python = 3.8.8

gym = 0.26.1

pettingzoo = 1.17.0

pygame = 2.1.2

Replacement of Files

After installing the required environment, you need to replace two specific files for proper functionality. Follow these steps:

Replace clip_out_of_bounds.py:
- Navigate to the following path in your Anaconda environment:
```
Anaconda\envs\your_conda_environment_name\Lib\site-packages\pettingzoo\utils\wrappers
```

Replace simple_tag.py:

Go to the following directory in your Anaconda environment:

Anaconda\envs\your_conda_environment_name\Lib\site-packages\pettingzoo\mpe\scenarios

Make sure to perform these replacements to ensure the correct functioning of the environment.

Note 1: Replace your_conda_environment_name with the actual name of your Conda environment.

Note 2: The clip_out_of_bounds.py and simple_tag.py used for replacement can be found in "materials".

Paper Citation

If you used this code for your experiments or found it helpful, consider citing the following paper:

@inproceedings{ma2024subplay,
  title={SUB-PLAY: Adversarial Policies against Partially Observed Multi-Agent Reinforcement Learning Systems},
  author={Ma, Oubo and Pu, Yuwen and Du, Linkang and Dai, Yang and Wang, Ruo and Liu, Xiaolei and Wu, Yingcai and Ji, Shouling},
  booktitle={Proceedings of the 2024 ACM SIGSAC Conference on Computer and Communications Security (CCS)},
  year={2024}
}

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