Giter VIP home page Giter VIP logo

liir's Introduction

Learning Individual Intrinsic Reward in MARL

This repository is an implementation of LIIR: Learning Individual Intrinsic Reward in Multi-Agent Reinforcement Learning. The framework for LIIR is inherited from PyMARL. LIIR is written in PyTorch and uses SMAC as its environment.

@inproceedings{
du2019learning,
title={LIIR: Learning Individual Intrinsic Reward in Multi-Agent Reinforcement Learning.},
author={Yali Du and Lei Han and Meng Fang and Tianhong Dai and Ji Liu and Dacheng Tao},
booktitle={Advances in Neural Information Processing Systems},
year={2019},
}

Setup

Set up the working environment:

pip install -r requirements.txt 

Set up the StarCraftII game core

bash install_sc2.sh  

Run an experiment

To train LIIR on the map with 3 marine,

python3 src/main.py --config=liir_smac --env-config=sc2 --map=3m  

All results will be stored in the Results folder.

Licence

The MIT License

liir's People

Contributors

yalidu avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.