{"adoption": {"forks": 79, "observed_at": "2026-08-28T04:04:36.190912+00:00", "stars": 1393}, "canonical_url": "https://ross.abutalabs.com/products/awesome-model-based-rl", "card": {"archived": false, "artifact_type": "learning-resource", "description": "A curated list of awesome model based RL resources (continually updated)", "domain": ["reinforcement-learning", "machine-learning", "tutorials", "awesome-lists"], "enriched": true, "function": ["documentation"], "health_score": 70, "homepage": null, "language": null, "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["opendilab/awesome-model-based-RL"], "name": "opendilab/awesome-model-based-RL", "platform": ["cross-platform"], "pushed_at": "2026-05-21T07:55:38+00:00", "repo": "opendilab/awesome-model-based-RL", "stars": 1393, "tags": ["awesome-list", "model-based-rl", "research-papers", "curated-resources", "reinforcement-learning"], "topics": ["reinforcement-learning", "reinforcement-learning-algorithms", "model-based-reinforcement-learning", "model-based-rl", "awesome", "awesome-list"], "urls": [], "use_cases": ["find model-based reinforcement learning papers", "survey the state of the art in MBRL", "learn about model-based RL algorithms and taxonomy", "track new MBRL papers from NeurIPS, ICML, and ICLR", "find codebases for model-based RL research", "get started learning model-based reinforcement learning"], "what_it_is": "A curated, continually updated list of research papers, tutorials, and codebases for model-based reinforcement learning (MBRL). It organizes papers by venue and year, from classic works through ICML/ICLR 2026, and includes a taxonomy of MBRL algorithms.", "when_to_avoid": ["you need runnable RL algorithms or a training framework rather than a paper list", "you are looking for model-free reinforcement learning resources", "you need tutorials for beginners rather than research papers"], "when_to_choose": ["you need a curated, up-to-date reading list for model-based RL research", "you want papers organized by conference and year with a taxonomy overview", "you are surveying the MBRL literature for a project or literature review"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/awesome-model-based-rl", "repo": "opendilab/awesome-model-based-RL", "role": "main", "score": 70}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:39:30.025605+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ea13fc0b76126a34dc77ad8dddfcfc9917a1218aa6c85f206bceb16e35b0a1f", "fetched_at": "2026-08-28T04:04:36.190912+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opendilab/awesome-model-based-RL"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:39:30.025605+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ea13fc0b76126a34dc77ad8dddfcfc9917a1218aa6c85f206bceb16e35b0a1f", "fetched_at": "2026-08-28T04:04:36.190912+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opendilab/awesome-model-based-RL"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:39:30.025605+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ea13fc0b76126a34dc77ad8dddfcfc9917a1218aa6c85f206bceb16e35b0a1f", "fetched_at": "2026-08-28T04:04:36.190912+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opendilab/awesome-model-based-RL"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:39:30.025605+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ea13fc0b76126a34dc77ad8dddfcfc9917a1218aa6c85f206bceb16e35b0a1f", "fetched_at": "2026-08-28T04:04:36.190912+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opendilab/awesome-model-based-RL"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:39:30.025605+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ea13fc0b76126a34dc77ad8dddfcfc9917a1218aa6c85f206bceb16e35b0a1f", "fetched_at": "2026-08-28T04:04:36.190912+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opendilab/awesome-model-based-RL"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:39:30.025605+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ea13fc0b76126a34dc77ad8dddfcfc9917a1218aa6c85f206bceb16e35b0a1f", "fetched_at": "2026-08-28T04:04:36.190912+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opendilab/awesome-model-based-RL"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.190912+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:39:30.025605+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ea13fc0b76126a34dc77ad8dddfcfc9917a1218aa6c85f206bceb16e35b0a1f", "fetched_at": "2026-08-28T04:04:36.190912+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opendilab/awesome-model-based-RL"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:39:30.025605+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ea13fc0b76126a34dc77ad8dddfcfc9917a1218aa6c85f206bceb16e35b0a1f", "fetched_at": "2026-08-28T04:04:36.190912+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opendilab/awesome-model-based-RL"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:39:30.025605+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ea13fc0b76126a34dc77ad8dddfcfc9917a1218aa6c85f206bceb16e35b0a1f", "fetched_at": "2026-08-28T04:04:36.190912+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opendilab/awesome-model-based-RL"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:39:30.025605+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ea13fc0b76126a34dc77ad8dddfcfc9917a1218aa6c85f206bceb16e35b0a1f", "fetched_at": "2026-08-28T04:04:36.190912+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opendilab/awesome-model-based-RL"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 83, "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": 1709, "days_push": 104, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 70, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}