{"adoption": {"forks": 392, "observed_at": "2026-08-28T04:04:56.486354+00:00", "stars": 1515}, "canonical_url": "https://ross.abutalabs.com/products/federated-learning", "card": {"archived": false, "artifact_type": "library", "description": "A PyTorch Implementation of Federated Learning", "domain": ["machine-learning", "deep-learning", "privacy"], "enriched": true, "function": ["machine-learning", "deep-learning"], "health_score": 20, "homepage": "http://doi.org/10.5281/zenodo.4321561", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["shaoxiongji/federated-learning"], "name": "shaoxiongji/federated-learning", "platform": ["python"], "pushed_at": "2024-07-25T10:13:30+00:00", "repo": "shaoxiongji/federated-learning", "stars": 1515, "tags": ["federated-learning", "fedavg", "pytorch", "research-code", "mnist", "cifar10", "non-iid", "gpu"], "topics": ["federated-learning", "deep-learning", "pytorch"], "urls": [], "use_cases": ["reproduce the FedAvg federated learning paper", "run federated averaging experiments on MNIST and CIFAR-10", "learn how federated learning works with a minimal PyTorch example", "compare IID vs non-IID training in federated settings", "get a citable baseline implementation of federated learning"], "what_it_is": "A PyTorch implementation of the FedAvg federated learning algorithm reproducing the McMahan et al. AISTATS 2017 paper. It includes experiments on MNIST and CIFAR-10 in both IID and non-IID settings with MLP and CNN models.", "when_to_avoid": ["you need a production or scalable federated learning framework with real distributed clients", "you require parallel computing, advanced FL algorithms (FedProx, SCAFFOLD), or other datasets", "you need actively maintained code with recent PyTorch compatibility"], "when_to_choose": ["you want a small, readable reference implementation of FedAvg for research or teaching", "you need a citable baseline (Zenodo DOI) for federated learning experiments on MNIST/CIFAR-10"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/federated-learning", "repo": "shaoxiongji/federated-learning", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:32:10.472496+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65e865664cb52f8a4e6594401103c85f31e965b55f89169d3a6ad6f232116b8c", "fetched_at": "2026-08-28T04:04:56.486354+00:00", "kind": "readme", "missing": false, "url": "https://github.com/shaoxiongji/federated-learning"}, {"content_hash": "21a1df0173e5301b554019932a0150d0f832e94efc5c912b89ab560061b01933", "fetched_at": "2026-08-29T11:35:52.592785+00:00", "kind": "homepage", "missing": false, "url": "http://doi.org/10.5281/zenodo.4321561"}, {"content_hash": "256786d98d3ad91700c355acae2ea000d838ab1eaa4877d22e9d21b09d045ec4", "fetched_at": "2026-08-29T11:35:52.602003+00:00", "kind": "site_page", "missing": false, "url": "https://about.zenodo.org"}, {"content_hash": "9a3e6b498d45b068355b0700e4ed8ee8e0b08adc4abda221edce76b8ddbc72d1", "fetched_at": "2026-08-29T11:35:52.604288+00:00", "kind": "site_page", "missing": false, "url": "https://support.zenodo.org/help"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:32:10.472496+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65e865664cb52f8a4e6594401103c85f31e965b55f89169d3a6ad6f232116b8c", "fetched_at": "2026-08-28T04:04:56.486354+00:00", "kind": "readme", "missing": false, "url": "https://github.com/shaoxiongji/federated-learning"}, {"content_hash": "21a1df0173e5301b554019932a0150d0f832e94efc5c912b89ab560061b01933", "fetched_at": "2026-08-29T11:35:52.592785+00:00", "kind": "homepage", "missing": false, "url": "http://doi.org/10.5281/zenodo.4321561"}, {"content_hash": "256786d98d3ad91700c355acae2ea000d838ab1eaa4877d22e9d21b09d045ec4", "fetched_at": "2026-08-29T11:35:52.602003+00:00", "kind": "site_page", "missing": false, "url": "https://about.zenodo.org"}, {"content_hash": "9a3e6b498d45b068355b0700e4ed8ee8e0b08adc4abda221edce76b8ddbc72d1", "fetched_at": "2026-08-29T11:35:52.604288+00:00", "kind": "site_page", "missing": false, "url": "https://support.zenodo.org/help"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:32:10.472496+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65e865664cb52f8a4e6594401103c85f31e965b55f89169d3a6ad6f232116b8c", "fetched_at": "2026-08-28T04:04:56.486354+00:00", "kind": "readme", "missing": false, "url": "https://github.com/shaoxiongji/federated-learning"}, {"content_hash": "21a1df0173e5301b554019932a0150d0f832e94efc5c912b89ab560061b01933", "fetched_at": "2026-08-29T11:35:52.592785+00:00", "kind": "homepage", "missing": false, "url": "http://doi.org/10.5281/zenodo.4321561"}, {"content_hash": "256786d98d3ad91700c355acae2ea000d838ab1eaa4877d22e9d21b09d045ec4", "fetched_at": "2026-08-29T11:35:52.602003+00:00", "kind": "site_page", "missing": false, "url": "https://about.zenodo.org"}, {"content_hash": "9a3e6b498d45b068355b0700e4ed8ee8e0b08adc4abda221edce76b8ddbc72d1", "fetched_at": "2026-08-29T11:35:52.604288+00:00", "kind": "site_page", "missing": false, "url": "https://support.zenodo.org/help"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:32:10.472496+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65e865664cb52f8a4e6594401103c85f31e965b55f89169d3a6ad6f232116b8c", "fetched_at": "2026-08-28T04:04:56.486354+00:00", "kind": "readme", "missing": false, "url": "https://github.com/shaoxiongji/federated-learning"}, {"content_hash": "21a1df0173e5301b554019932a0150d0f832e94efc5c912b89ab560061b01933", "fetched_at": "2026-08-29T11:35:52.592785+00:00", "kind": "homepage", "missing": false, "url": "http://doi.org/10.5281/zenodo.4321561"}, {"content_hash": "256786d98d3ad91700c355acae2ea000d838ab1eaa4877d22e9d21b09d045ec4", "fetched_at": "2026-08-29T11:35:52.602003+00:00", "kind": "site_page", "missing": false, "url": "https://about.zenodo.org"}, {"content_hash": "9a3e6b498d45b068355b0700e4ed8ee8e0b08adc4abda221edce76b8ddbc72d1", "fetched_at": "2026-08-29T11:35:52.604288+00:00", "kind": "site_page", "missing": false, "url": "https://support.zenodo.org/help"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:32:10.472496+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65e865664cb52f8a4e6594401103c85f31e965b55f89169d3a6ad6f232116b8c", "fetched_at": "2026-08-28T04:04:56.486354+00:00", "kind": "readme", "missing": false, "url": "https://github.com/shaoxiongji/federated-learning"}, {"content_hash": "21a1df0173e5301b554019932a0150d0f832e94efc5c912b89ab560061b01933", "fetched_at": "2026-08-29T11:35:52.592785+00:00", "kind": "homepage", "missing": false, "url": "http://doi.org/10.5281/zenodo.4321561"}, {"content_hash": "256786d98d3ad91700c355acae2ea000d838ab1eaa4877d22e9d21b09d045ec4", "fetched_at": "2026-08-29T11:35:52.602003+00:00", "kind": "site_page", "missing": false, "url": "https://about.zenodo.org"}, {"content_hash": "9a3e6b498d45b068355b0700e4ed8ee8e0b08adc4abda221edce76b8ddbc72d1", "fetched_at": "2026-08-29T11:35:52.604288+00:00", "kind": "site_page", "missing": false, "url": "https://support.zenodo.org/help"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:32:10.472496+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65e865664cb52f8a4e6594401103c85f31e965b55f89169d3a6ad6f232116b8c", "fetched_at": "2026-08-28T04:04:56.486354+00:00", "kind": "readme", "missing": false, "url": "https://github.com/shaoxiongji/federated-learning"}, {"content_hash": "21a1df0173e5301b554019932a0150d0f832e94efc5c912b89ab560061b01933", "fetched_at": "2026-08-29T11:35:52.592785+00:00", "kind": "homepage", "missing": false, "url": "http://doi.org/10.5281/zenodo.4321561"}, {"content_hash": "256786d98d3ad91700c355acae2ea000d838ab1eaa4877d22e9d21b09d045ec4", "fetched_at": "2026-08-29T11:35:52.602003+00:00", "kind": "site_page", "missing": false, "url": "https://about.zenodo.org"}, {"content_hash": "9a3e6b498d45b068355b0700e4ed8ee8e0b08adc4abda221edce76b8ddbc72d1", "fetched_at": "2026-08-29T11:35:52.604288+00:00", "kind": "site_page", "missing": false, "url": "https://support.zenodo.org/help"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:56.486354+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:32:10.472496+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65e865664cb52f8a4e6594401103c85f31e965b55f89169d3a6ad6f232116b8c", "fetched_at": "2026-08-28T04:04:56.486354+00:00", "kind": "readme", "missing": false, "url": "https://github.com/shaoxiongji/federated-learning"}, {"content_hash": "21a1df0173e5301b554019932a0150d0f832e94efc5c912b89ab560061b01933", "fetched_at": "2026-08-29T11:35:52.592785+00:00", "kind": "homepage", "missing": false, "url": "http://doi.org/10.5281/zenodo.4321561"}, {"content_hash": "256786d98d3ad91700c355acae2ea000d838ab1eaa4877d22e9d21b09d045ec4", "fetched_at": "2026-08-29T11:35:52.602003+00:00", "kind": "site_page", "missing": false, "url": "https://about.zenodo.org"}, {"content_hash": "9a3e6b498d45b068355b0700e4ed8ee8e0b08adc4abda221edce76b8ddbc72d1", "fetched_at": "2026-08-29T11:35:52.604288+00:00", "kind": "site_page", "missing": false, "url": "https://support.zenodo.org/help"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:32:10.472496+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65e865664cb52f8a4e6594401103c85f31e965b55f89169d3a6ad6f232116b8c", "fetched_at": "2026-08-28T04:04:56.486354+00:00", "kind": "readme", "missing": false, "url": "https://github.com/shaoxiongji/federated-learning"}, {"content_hash": "21a1df0173e5301b554019932a0150d0f832e94efc5c912b89ab560061b01933", "fetched_at": "2026-08-29T11:35:52.592785+00:00", "kind": "homepage", "missing": false, "url": "http://doi.org/10.5281/zenodo.4321561"}, {"content_hash": "256786d98d3ad91700c355acae2ea000d838ab1eaa4877d22e9d21b09d045ec4", "fetched_at": "2026-08-29T11:35:52.602003+00:00", "kind": "site_page", "missing": false, "url": "https://about.zenodo.org"}, {"content_hash": "9a3e6b498d45b068355b0700e4ed8ee8e0b08adc4abda221edce76b8ddbc72d1", "fetched_at": "2026-08-29T11:35:52.604288+00:00", "kind": "site_page", "missing": false, "url": "https://support.zenodo.org/help"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:32:10.472496+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65e865664cb52f8a4e6594401103c85f31e965b55f89169d3a6ad6f232116b8c", "fetched_at": "2026-08-28T04:04:56.486354+00:00", "kind": "readme", "missing": false, "url": "https://github.com/shaoxiongji/federated-learning"}, {"content_hash": "21a1df0173e5301b554019932a0150d0f832e94efc5c912b89ab560061b01933", "fetched_at": "2026-08-29T11:35:52.592785+00:00", "kind": "homepage", "missing": false, "url": "http://doi.org/10.5281/zenodo.4321561"}, {"content_hash": "256786d98d3ad91700c355acae2ea000d838ab1eaa4877d22e9d21b09d045ec4", "fetched_at": "2026-08-29T11:35:52.602003+00:00", "kind": "site_page", "missing": false, "url": "https://about.zenodo.org"}, {"content_hash": "9a3e6b498d45b068355b0700e4ed8ee8e0b08adc4abda221edce76b8ddbc72d1", "fetched_at": "2026-08-29T11:35:52.604288+00:00", "kind": "site_page", "missing": false, "url": "https://support.zenodo.org/help"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:32:10.472496+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65e865664cb52f8a4e6594401103c85f31e965b55f89169d3a6ad6f232116b8c", "fetched_at": "2026-08-28T04:04:56.486354+00:00", "kind": "readme", "missing": false, "url": "https://github.com/shaoxiongji/federated-learning"}, {"content_hash": "21a1df0173e5301b554019932a0150d0f832e94efc5c912b89ab560061b01933", "fetched_at": "2026-08-29T11:35:52.592785+00:00", "kind": "homepage", "missing": false, "url": "http://doi.org/10.5281/zenodo.4321561"}, {"content_hash": "256786d98d3ad91700c355acae2ea000d838ab1eaa4877d22e9d21b09d045ec4", "fetched_at": "2026-08-29T11:35:52.602003+00:00", "kind": "site_page", "missing": false, "url": "https://about.zenodo.org"}, {"content_hash": "9a3e6b498d45b068355b0700e4ed8ee8e0b08adc4abda221edce76b8ddbc72d1", "fetched_at": "2026-08-29T11:35:52.604288+00:00", "kind": "site_page", "missing": false, "url": "https://support.zenodo.org/help"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3078, "days_push": 769, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}