{"id":31202795,"url":"https://github.com/semitable/awesome-marl","last_synced_at":"2026-02-15T10:36:27.925Z","repository":{"id":75119839,"uuid":"403754440","full_name":"semitable/awesome-marl","owner":"semitable","description":null,"archived":false,"fork":false,"pushed_at":"2021-11-17T15:36:38.000Z","size":4,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-11-06T14:07:25.262Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/semitable.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2021-09-06T20:46:02.000Z","updated_at":"2022-11-18T14:45:33.000Z","dependencies_parsed_at":"2023-02-28T18:02:03.923Z","dependency_job_id":null,"html_url":"https://github.com/semitable/awesome-marl","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/semitable/awesome-marl","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/semitable%2Fawesome-marl","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/semitable%2Fawesome-marl/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/semitable%2Fawesome-marl/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/semitable%2Fawesome-marl/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/semitable","download_url":"https://codeload.github.com/semitable/awesome-marl/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/semitable%2Fawesome-marl/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29475757,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-15T10:25:47.032Z","status":"ssl_error","status_checked_at":"2026-02-15T10:25:01.815Z","response_time":118,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-09-20T14:05:38.203Z","updated_at":"2026-02-15T10:36:27.919Z","avatar_url":"https://github.com/semitable.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Awesome Multi-Agent Reinforcement Learning\n\nA curated list of multi-agent reinforcement learning reading material, environments, and code implementations.\n\nMaintainer(s): [Filippos Christianos](www.fchristianos.com)\n\n# Contributing\nPull requests are always welcome!\n\n# Table of Contents\n\n- [Awesome Multi-Agent Reinforcement Learning](#awesome-multi-agent-reinforcement-learning)\n- [Contributing](#contributing)\n- [Table of Contents](#table-of-contents)\n- [Theory \u0026 Reading Material](#theory--reading-material)\n  - [Papers](#papers)\n    - [Core (must read!)](#core-must-read)\n    - [Surveys](#surveys)\n    - [Cooperative MARL](#cooperative-marl)\n    - [Opponent Modelling](#opponent-modelling)\n  - [Other reading material (blogs, websites, videos)](#other-reading-material-blogs-websites-videos)\n- [Environments](#environments)\n- [Algorithm Implementations](#algorithm-implementations)\n\n# Theory \u0026 Reading Material\n\n## Papers\n### Core (must read!)\n### Surveys\n### Cooperative MARL\n### Opponent Modelling\n\n## Other reading material (blogs, websites, videos)\n\n# Environments\n\n- [Level-based Foraging](https://github.com/semitable/lb-foraging) -  mixed cooperative-competitive game, which focuses on the coordination of the agents involved.\n- [Multi-Robot Warehouse](https://github.com/semitable/robotic-warehouse) - A simulated warehouse with robots moving and delivering requested goods.\n- [StarCraft Multi-agent Challenge](https://github.com/oxwhirl/smac) - A decentralised micromanagement scenarios built on StarCraft II.\n- [Multi-agent Particle Environment](https://github.com/openai/multiagent-particle-envs) - A diverse set of 2D tasks involving cooperation and competition between agents.\n- [Malmö](https://github.com/microsoft/malmo) - An environment built on top of Minecraft. Also see [MarLÖ](https://github.com/crowdAI/marLo) (short for Multi-Agent Reinforcement Learning in MalmÖ).\n- [Derk's Gym](https://gym.derkgame.com/) - A MOBA-style multi-agent competitive team-based game.\n- [Flatland](https://flatland.aicrowd.com/) - Based on a real-world problem of coordinating a railway traffic infrastructure.\n- [Neural-MMO](https://jsuarez5341.github.io/) - A massively multiagent game environment for training and evaluating intelligent agents.\n\n# Algorithm Implementations\n- [PyMARL](https://github.com/oxwhirl/pymarl) - WhiRL's framework for deep multi-agent reinforcement learning and includes implementations of QMIX, COMA, VDN, IQL, and QTRAN (only cooperative MARL).\n- [Extended-PyMARL](https://github.com/uoe-agents/epymarl) - An extension of the above, with the addition of IA2C, IPPO, MADDPG, MAA2C and MAPPO. Also improves the consistency of the implementations for fair comparisons.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsemitable%2Fawesome-marl","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsemitable%2Fawesome-marl","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsemitable%2Fawesome-marl/lists"}