{"adoption": {"forks": 292, "observed_at": "2026-08-28T04:05:53.092144+00:00", "stars": 1910}, "canonical_url": "https://ross.abutalabs.com/products/awesome-adversarial-machine-learning", "card": {"archived": false, "artifact_type": "learning-resource", "description": "A curated list of awesome adversarial machine learning resources", "domain": ["machine-learning", "security", "artificial-intelligence", "awesome-lists", "tutorials"], "enriched": true, "function": ["security", "machine-learning", "developer-tools"], "health_score": 20, "homepage": null, "language": null, "license": null, "license_family": "other", "maturity": "maintenance", "member_repos": ["yenchenlin/awesome-adversarial-machine-learning"], "name": "yenchenlin/awesome-adversarial-machine-learning", "platform": ["cross-platform"], "pushed_at": "2020-11-26T16:09:26+00:00", "repo": "yenchenlin/awesome-adversarial-machine-learning", "stars": 1910, "tags": ["awesome-list", "adversarial-examples", "curated-list", "papers", "deprecated"], "topics": [], "urls": [], "use_cases": ["find papers on adversarial examples", "learn about attacks on neural networks", "get started with adversarial machine learning", "find reading lists on ML security", "research adversarial robustness defenses"], "what_it_is": "A curated awesome-list of adversarial machine learning resources including blogs, papers, and talks. It is deprecated and no longer updated, but remains a useful reference for newcomers to the field.", "when_to_avoid": ["needing up-to-date recent papers", "looking for runnable tools or code", "requiring actively maintained resources"], "when_to_choose": ["starting to learn adversarial machine learning", "looking for foundational papers and blog posts on adversarial examples", "needing a quick reference of classic ML security literature"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/awesome-adversarial-machine-learning", "repo": "yenchenlin/awesome-adversarial-machine-learning", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:11:05.278409+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4eb0d4eaee5bbb12901487cfb1ab70866c5f89a4996efc12e2110965354d626", "fetched_at": "2026-08-28T04:05:53.092144+00:00", "kind": "readme", "missing": false, "url": "https://github.com/yenchenlin/awesome-adversarial-machine-learning"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:11:05.278409+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4eb0d4eaee5bbb12901487cfb1ab70866c5f89a4996efc12e2110965354d626", "fetched_at": "2026-08-28T04:05:53.092144+00:00", "kind": "readme", "missing": false, "url": "https://github.com/yenchenlin/awesome-adversarial-machine-learning"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:11:05.278409+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4eb0d4eaee5bbb12901487cfb1ab70866c5f89a4996efc12e2110965354d626", "fetched_at": "2026-08-28T04:05:53.092144+00:00", "kind": "readme", "missing": false, "url": "https://github.com/yenchenlin/awesome-adversarial-machine-learning"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:11:05.278409+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4eb0d4eaee5bbb12901487cfb1ab70866c5f89a4996efc12e2110965354d626", "fetched_at": "2026-08-28T04:05:53.092144+00:00", "kind": "readme", "missing": false, "url": "https://github.com/yenchenlin/awesome-adversarial-machine-learning"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:11:05.278409+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4eb0d4eaee5bbb12901487cfb1ab70866c5f89a4996efc12e2110965354d626", "fetched_at": "2026-08-28T04:05:53.092144+00:00", "kind": "readme", "missing": false, "url": "https://github.com/yenchenlin/awesome-adversarial-machine-learning"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:11:05.278409+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4eb0d4eaee5bbb12901487cfb1ab70866c5f89a4996efc12e2110965354d626", "fetched_at": "2026-08-28T04:05:53.092144+00:00", "kind": "readme", "missing": false, "url": "https://github.com/yenchenlin/awesome-adversarial-machine-learning"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.092144+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:11:05.278409+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4eb0d4eaee5bbb12901487cfb1ab70866c5f89a4996efc12e2110965354d626", "fetched_at": "2026-08-28T04:05:53.092144+00:00", "kind": "readme", "missing": false, "url": "https://github.com/yenchenlin/awesome-adversarial-machine-learning"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:11:05.278409+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4eb0d4eaee5bbb12901487cfb1ab70866c5f89a4996efc12e2110965354d626", "fetched_at": "2026-08-28T04:05:53.092144+00:00", "kind": "readme", "missing": false, "url": "https://github.com/yenchenlin/awesome-adversarial-machine-learning"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:11:05.278409+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4eb0d4eaee5bbb12901487cfb1ab70866c5f89a4996efc12e2110965354d626", "fetched_at": "2026-08-28T04:05:53.092144+00:00", "kind": "readme", "missing": false, "url": "https://github.com/yenchenlin/awesome-adversarial-machine-learning"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:11:05.278409+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4eb0d4eaee5bbb12901487cfb1ab70866c5f89a4996efc12e2110965354d626", "fetched_at": "2026-08-28T04:05:53.092144+00:00", "kind": "readme", "missing": false, "url": "https://github.com/yenchenlin/awesome-adversarial-machine-learning"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:39:23.370411+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": 3545, "days_push": 2106, "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}}