Effective and Stable Role-based Multi-Agent Collaboration by Structural Information Principles.

The SIRD is a mathematical structural information principles-based role discovery method, and the SR-MARL is a SIRD optimizing MARL framework for multi-agent collaboration.
The implementation is written in Pytorch and based on PyMARL and SMAC.
Ths source code and partial experimental results are respectively shown in Src and Result.

Installation instructions

Build the Dockerfile using

cd docker
bash build.sh

Set up StarCraft II and SMAC:

bash install_sc2.sh

This will download SC2 into the 3rdparty folder and copy the maps necessary to run over.

Run an experiment

python src/main.py --config=sr_marl --env-config=sc2 with env_args.map_name=2c_vs_64zg t_max=5050000

All results will be stored in the Results folder.