Multiagent Soccer Simulation ML Frameworks

Frameworks and simulators for soccer/football AI agents in competitive environments, including RoboCup competitions and 2D/3D soccer simulations. Does NOT include general reinforcement learning environments, real-world robotics without soccer context, or non-competitive sports analytics.

There are 19 multiagent soccer simulation frameworks tracked. 1 score above 70 (verified tier). The highest-rated is facebookresearch/habitat-lab at 77/100 with 2,876 stars and 1,403 monthly downloads.

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# Framework Score Tier
1 facebookresearch/habitat-lab

A modular high-level library to train embodied AI agents across a variety of...

77
Verified
2 facebookresearch/ELF

An End-To-End, Lightweight and Flexible Platform for Game Research

41
Emerging
3 utra-robosoccer/soccerbot

Soccer playing robot representing Canada from University of Toronto

39
Emerging
4 Project-DC/pygeneses

A PyTorch based DeepRL framework to train and study artificial species in...

35
Emerging
5 diambra/arena

DIAMBRA Arena: a New Reinforcement Learning Platform for Research and Experimentation

33
Emerging
6 AqwamCreates/DataPredict

Lua-Based Machine Learning, Deep Learning And Reinforcement Learning Library...

33
Emerging
7 alex-petrenko/megaverse

High-throughput simulation platform for Artificial Intelligence reseach

33
Emerging
8 cschen1205/lua-ai

Implementation of machine learning and artificial intelligence algorithms in...

33
Emerging
9 qiemem/Wolf-Sheep-Predation-Micro-Sims

A demonstration of how agents can make decisions by simulating their...

29
Experimental
10 RCSS-IR/futsal-challenge

2D Soccer Simulation Competition Futsal Challenge

25
Experimental
11 Klus3kk/microsociety

An object-oriented project that represents the simulator of the society with...

22
Experimental
12 AILab-FOI/GEAR

This repository contains an implementation of GEAR (Gamified Emergent Agent...

20
Experimental
13 AqwamCreates/Roblox-Source-Codes

All the Roblox codes that were shown in AqwamCreates' YouTube channel.

17
Experimental
14 khusheekapoor/ArtificialIntelligenceProjects

Mini Projects on Artificial Intelligence including Reinforcement Learning,...

16
Experimental
15 johannesgiorgis/move_37

Siraj's Move 37 Course

15
Experimental
16 EduardoGarrido90/micro_agents

Microeconomic agents trained with DRL on microeconomic simulators

15
Experimental
17 hidehisaakiyama/RoboCup2D-tutorial

RoboCupサッカーシミュレーション2Dのチュートリアル記事を(主に日本語で)書いていきます.

14
Experimental
18 duartecaldascardoso/football-manager-slms

Experiment with SLMs in a multi agent football management team

10
Experimental
19 charles-hefele/dig-net

This project is an experiment in reinforcement learning that aims to model a...

10
Experimental