{"adoption": {"forks": 767, "observed_at": "2026-08-28T04:09:01.697602+00:00", "stars": 4874}, "canonical_url": "https://ross.abutalabs.com/products/marl-papers", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Paper list of multi-agent reinforcement learning (MARL)", "domain": ["reinforcement-learning", "artificial-intelligence", "machine-learning", "tutorials", "awesome-lists"], "enriched": true, "function": ["documentation"], "health_score": 60, "homepage": null, "language": null, "license": null, "license_family": "other", "maturity": "active", "member_repos": ["LantaoYu/MARL-Papers"], "name": "LantaoYu/MARL-Papers", "platform": ["cross-platform"], "pushed_at": "2026-02-11T06:25:22+00:00", "repo": "LantaoYu/MARL-Papers", "stars": 4874, "tags": ["paper-list", "multi-agent-reinforcement-learning", "marl", "reading-list", "research-papers", "game-theory", "llm-agents", "robotics"], "topics": ["multiagent-reinforcement-learning", "multi-agent-learning"], "urls": [], "use_cases": ["find papers on multi-agent reinforcement learning", "get started learning MARL with tutorials and books", "survey recent MARL research by topic", "find MARL applications in LLMs and robotics", "build a reading list for multi-agent RL research", "find review papers on cooperative and competitive multi-agent learning"], "what_it_is": "A curated, community-maintained list of research and review papers on multi-agent reinforcement learning (MARL), organized by topic and sorted by time. It also links to tutorials, books, and PhD theses, covering connections to game theory, LLMs, and robotics.", "when_to_avoid": ["you need runnable MARL code or algorithms rather than papers", "you need a single-agent reinforcement learning paper list", "you expect maintained software with a license and releases"], "when_to_choose": ["you need a curated bibliography of MARL papers organized by subtopic", "you are a researcher or student surveying the multi-agent RL literature", "you want links to foundational tutorials, books, and theses on MARL"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/marl-papers", "repo": "LantaoYu/MARL-Papers", "role": "main", "score": 62}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:18:18.037891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ffdc77a9b9f17050522e304a79ca3d597f1a259323f5057f7a61d553e7a03829", "fetched_at": "2026-08-28T04:09:01.697602+00:00", "kind": "readme", "missing": false, "url": "https://github.com/LantaoYu/MARL-Papers"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:18:18.037891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ffdc77a9b9f17050522e304a79ca3d597f1a259323f5057f7a61d553e7a03829", "fetched_at": "2026-08-28T04:09:01.697602+00:00", "kind": "readme", "missing": false, "url": "https://github.com/LantaoYu/MARL-Papers"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:18:18.037891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ffdc77a9b9f17050522e304a79ca3d597f1a259323f5057f7a61d553e7a03829", "fetched_at": "2026-08-28T04:09:01.697602+00:00", "kind": "readme", "missing": false, "url": "https://github.com/LantaoYu/MARL-Papers"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:18:18.037891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ffdc77a9b9f17050522e304a79ca3d597f1a259323f5057f7a61d553e7a03829", "fetched_at": "2026-08-28T04:09:01.697602+00:00", "kind": "readme", "missing": false, "url": "https://github.com/LantaoYu/MARL-Papers"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:18:18.037891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ffdc77a9b9f17050522e304a79ca3d597f1a259323f5057f7a61d553e7a03829", "fetched_at": "2026-08-28T04:09:01.697602+00:00", "kind": "readme", "missing": false, "url": "https://github.com/LantaoYu/MARL-Papers"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:18:18.037891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ffdc77a9b9f17050522e304a79ca3d597f1a259323f5057f7a61d553e7a03829", "fetched_at": "2026-08-28T04:09:01.697602+00:00", "kind": "readme", "missing": false, "url": "https://github.com/LantaoYu/MARL-Papers"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.697602+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:18:18.037891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ffdc77a9b9f17050522e304a79ca3d597f1a259323f5057f7a61d553e7a03829", "fetched_at": "2026-08-28T04:09:01.697602+00:00", "kind": "readme", "missing": false, "url": "https://github.com/LantaoYu/MARL-Papers"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:18:18.037891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ffdc77a9b9f17050522e304a79ca3d597f1a259323f5057f7a61d553e7a03829", "fetched_at": "2026-08-28T04:09:01.697602+00:00", "kind": "readme", "missing": false, "url": "https://github.com/LantaoYu/MARL-Papers"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:18:18.037891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ffdc77a9b9f17050522e304a79ca3d597f1a259323f5057f7a61d553e7a03829", "fetched_at": "2026-08-28T04:09:01.697602+00:00", "kind": "readme", "missing": false, "url": "https://github.com/LantaoYu/MARL-Papers"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:18:18.037891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ffdc77a9b9f17050522e304a79ca3d597f1a259323f5057f7a61d553e7a03829", "fetched_at": "2026-08-28T04:09:01.697602+00:00", "kind": "readme", "missing": false, "url": "https://github.com/LantaoYu/MARL-Papers"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 67, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3461, "days_push": 203, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 62, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}