{"adoption": {"forks": 223, "observed_at": "2026-08-28T04:06:05.250787+00:00", "stars": 2013}, "canonical_url": "https://ross.abutalabs.com/products/awesome-fl", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)", "domain": ["machine-learning", "artificial-intelligence", "privacy", "security", "tutorials"], "enriched": true, "function": ["documentation", "developer-tools"], "health_score": 88, "homepage": "https://youngfish42.github.io/Awesome-FL", "language": "Python", "license": "CC-BY-SA-4.0", "license_family": "other", "maturity": "maintenance", "member_repos": ["youngfish42/Awesome-FL"], "name": "youngfish42/Awesome-FL", "platform": [], "pushed_at": "2026-05-20T12:48:40+00:00", "repo": "youngfish42/Awesome-FL", "stars": 2013, "tags": ["awesome-list", "federated-learning", "papers", "datasets", "surveys", "academic-resources", "web-server"], "topics": ["awesome", "deep-learning", "federated-learning", "graph-neural-networks", "machine-learning", "tabular-data", "federated-learning-framework", "computer-vision", "knowledge-graph", "paper", "security", "natural-language-processing", "information-retrieval", "data-mining", "database", "system", "artificial-intelligence", "efficiency", "privacy", "graph"], "urls": [], "use_cases": ["find federated learning papers by conference or research area", "discover federated learning frameworks and datasets", "find surveys and tutorials on federated learning", "track federated learning workshops and journal special issues", "research federated learning on graph data or tabular data", "get started learning federated learning"], "what_it_is": "A curated awesome-list of federated learning resources including papers by venue and topic, frameworks, datasets, surveys, tutorials, and workshops. It is automatically tracked for new papers but now updated monthly or quarterly after the maintainer's PhD completion.", "when_to_avoid": ["you need actively maintained metadata like author institutions and code links", "you need a runnable federated learning framework rather than a resource list", "you require daily paper updates"], "when_to_choose": ["you need a comprehensive, categorized bibliography of federated learning research", "you want curated lists of FL frameworks, datasets, and tutorials in one place", "you are surveying FL literature across CV, NLP, security, and systems venues"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/awesome-fl", "repo": "youngfish42/Awesome-FL", "role": "main", "score": 74}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:00:55.796800+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97202777bad51a84b17426ee00d3feb391a8eb6876cc28816e9d79e41f614b83", "fetched_at": "2026-08-28T04:06:05.250787+00:00", "kind": "readme", "missing": false, "url": "https://github.com/youngfish42/Awesome-FL"}, {"content_hash": "9e9cf51ca992568b1bc54d3d5eaea19cf03a026d2f640af4daec15fb73984945", "fetched_at": "2026-08-29T10:40:55.193737+00:00", "kind": "homepage", "missing": false, "url": "https://youngfish42.github.io/Awesome-FL"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:00:55.796800+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97202777bad51a84b17426ee00d3feb391a8eb6876cc28816e9d79e41f614b83", "fetched_at": "2026-08-28T04:06:05.250787+00:00", "kind": "readme", "missing": false, "url": "https://github.com/youngfish42/Awesome-FL"}, {"content_hash": "9e9cf51ca992568b1bc54d3d5eaea19cf03a026d2f640af4daec15fb73984945", "fetched_at": "2026-08-29T10:40:55.193737+00:00", "kind": "homepage", "missing": false, "url": "https://youngfish42.github.io/Awesome-FL"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:00:55.796800+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97202777bad51a84b17426ee00d3feb391a8eb6876cc28816e9d79e41f614b83", "fetched_at": "2026-08-28T04:06:05.250787+00:00", "kind": "readme", "missing": false, "url": "https://github.com/youngfish42/Awesome-FL"}, {"content_hash": "9e9cf51ca992568b1bc54d3d5eaea19cf03a026d2f640af4daec15fb73984945", "fetched_at": "2026-08-29T10:40:55.193737+00:00", "kind": "homepage", "missing": false, "url": "https://youngfish42.github.io/Awesome-FL"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:00:55.796800+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97202777bad51a84b17426ee00d3feb391a8eb6876cc28816e9d79e41f614b83", "fetched_at": "2026-08-28T04:06:05.250787+00:00", "kind": "readme", "missing": false, "url": "https://github.com/youngfish42/Awesome-FL"}, {"content_hash": "9e9cf51ca992568b1bc54d3d5eaea19cf03a026d2f640af4daec15fb73984945", "fetched_at": "2026-08-29T10:40:55.193737+00:00", "kind": "homepage", "missing": false, "url": "https://youngfish42.github.io/Awesome-FL"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:00:55.796800+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97202777bad51a84b17426ee00d3feb391a8eb6876cc28816e9d79e41f614b83", "fetched_at": "2026-08-28T04:06:05.250787+00:00", "kind": "readme", "missing": false, "url": "https://github.com/youngfish42/Awesome-FL"}, {"content_hash": "9e9cf51ca992568b1bc54d3d5eaea19cf03a026d2f640af4daec15fb73984945", "fetched_at": "2026-08-29T10:40:55.193737+00:00", "kind": "homepage", "missing": false, "url": "https://youngfish42.github.io/Awesome-FL"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:00:55.796800+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97202777bad51a84b17426ee00d3feb391a8eb6876cc28816e9d79e41f614b83", "fetched_at": "2026-08-28T04:06:05.250787+00:00", "kind": "readme", "missing": false, "url": "https://github.com/youngfish42/Awesome-FL"}, {"content_hash": "9e9cf51ca992568b1bc54d3d5eaea19cf03a026d2f640af4daec15fb73984945", "fetched_at": "2026-08-29T10:40:55.193737+00:00", "kind": "homepage", "missing": false, "url": "https://youngfish42.github.io/Awesome-FL"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:05.250787+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:00:55.796800+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97202777bad51a84b17426ee00d3feb391a8eb6876cc28816e9d79e41f614b83", "fetched_at": "2026-08-28T04:06:05.250787+00:00", "kind": "readme", "missing": false, "url": "https://github.com/youngfish42/Awesome-FL"}, {"content_hash": "9e9cf51ca992568b1bc54d3d5eaea19cf03a026d2f640af4daec15fb73984945", "fetched_at": "2026-08-29T10:40:55.193737+00:00", "kind": "homepage", "missing": false, "url": "https://youngfish42.github.io/Awesome-FL"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:00:55.796800+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97202777bad51a84b17426ee00d3feb391a8eb6876cc28816e9d79e41f614b83", "fetched_at": "2026-08-28T04:06:05.250787+00:00", "kind": "readme", "missing": false, "url": "https://github.com/youngfish42/Awesome-FL"}, {"content_hash": "9e9cf51ca992568b1bc54d3d5eaea19cf03a026d2f640af4daec15fb73984945", "fetched_at": "2026-08-29T10:40:55.193737+00:00", "kind": "homepage", "missing": false, "url": "https://youngfish42.github.io/Awesome-FL"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:00:55.796800+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97202777bad51a84b17426ee00d3feb391a8eb6876cc28816e9d79e41f614b83", "fetched_at": "2026-08-28T04:06:05.250787+00:00", "kind": "readme", "missing": false, "url": "https://github.com/youngfish42/Awesome-FL"}, {"content_hash": "9e9cf51ca992568b1bc54d3d5eaea19cf03a026d2f640af4daec15fb73984945", "fetched_at": "2026-08-29T10:40:55.193737+00:00", "kind": "homepage", "missing": false, "url": "https://youngfish42.github.io/Awesome-FL"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:00:55.796800+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97202777bad51a84b17426ee00d3feb391a8eb6876cc28816e9d79e41f614b83", "fetched_at": "2026-08-28T04:06:05.250787+00:00", "kind": "readme", "missing": false, "url": "https://github.com/youngfish42/Awesome-FL"}, {"content_hash": "9e9cf51ca992568b1bc54d3d5eaea19cf03a026d2f640af4daec15fb73984945", "fetched_at": "2026-08-29T10:40:55.193737+00:00", "kind": "homepage", "missing": false, "url": "https://youngfish42.github.io/Awesome-FL"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 83, "longevity": 100, "rhythm": 49}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1566, "days_push": 105, "days_rel": 124, "gap_med": 288.5, "n_releases_24m": 3}, "score": 74, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}