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detailed role assignment remains source-bound", "roles": [ "discoverer" ], "source": { "citation": "Genie: Generative Interactive Environments", "url": "https://arxiv.org/abs/2402.15391v1" } } ], "evidence": [ { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-0", "kind": "source_reference", "source": { "citation": "Genie: Generative Interactive Environments", "url": "https://arxiv.org/abs/2402.15391v1" } }, { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-1", "kind": "source_reference", "source": { "citation": "Bruce et al.: Genie latent-action interactive environments — author/company project record", "url": "https://deepmind.google/research/publications/60474/" } } ], "origin": "HUMAN_LEGACY", "record_profile": "wrs-local-research-notes-0.1", "record_type": "research_note", "rrp_version": "0.1", "scope": { "description": "Limited learned virtual environments are not physically faithful simulators or unbounded coherent worlds. Text inputs may first require an external text-to-image system; absence of action labels is not absence of all training data.", "domain": "Audio modeling, latent dynamics and learning feedback" }, "sources": [ { "citation": "Genie: Generative Interactive Environments", "url": "https://arxiv.org/abs/2402.15391v1" }, { "citation": "Bruce et al.: Genie latent-action interactive environments — author/company project record", "url": "https://deepmind.google/research/publications/60474/" } ], "statement": "# Bruce et al.: Genie latent-action interactive environments\n\nLearned a video tokenizer, latent-action representation and autoregressive dynamics from unlabeled videos to generate environments controllable frame by frame.\n\n## Scientific scope\n\nLimited learned virtual environments are not physically faithful simulators or unbounded coherent worlds. Text inputs may first require an external text-to-image system; absence of action labels is not absence of all training data.\n\n## Reading status\n\nThis is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.\n\n## People and systems\n\nJake Bruce; Michael Dennis; Ashley Edwards; Jack Parker-Holder; Yuge (Jimmy) Shi; Edward Hughes; Matthew Lai; Aditi Mavalankar; Richie Steigerwald; Chris Apps; Yusuf Aytar; Sarah Bechtle; Feryal Behbahani; Stephanie Chan; Nicolas Heess; Lucy Gonzalez; Simon Osindero; Sherjil Ozair; Scott Reed; Jingwei Zhang; Konrad Zolna; Jeff Clune; Nando de Freitas; Satinder Singh; Tim Rocktäschel\n\nSource-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.\n\n\n\n## Original sources\n\n- [Genie: Generative Interactive Environments](https://arxiv.org/abs/2402.15391v1)\n- [Bruce et al.: Genie latent-action interactive environments — author/company project record](https://deepmind.google/research/publications/60474/)\n", "summary": "Learned a video tokenizer, latent-action representation and autoregressive dynamics from unlabeled videos to generate environments controllable frame by frame.", "title": "Bruce et al.: Genie latent-action interactive environments" }, "record_id": "urn:uuid:20f7a40e-9723-4a87-a32d-883d569b9a21", "version": 1, "source_ref": { "record_id": "urn:uuid:20f7a40e-9723-4a87-a32d-883d569b9a21", "version": 1, "content_hash": "sha256:b4a2a1e1b67a245a92777e81a808c2f48e7d8b48999b8eee49dbb42aa94324af" }, "export_view": "wrs-public-editorial-view-1", "public_view_hash": "sha256:d0468d547019a8b9216f33f24a31f33055bdd818703f68676de12bab58cdca87" }, "target": { "record_id": "urn:uuid:20f7a40e-9723-4a87-a32d-883d569b9a21", "version": 1, "content_hash": "sha256:b4a2a1e1b67a245a92777e81a808c2f48e7d8b48999b8eee49dbb42aa94324af" }, "published_grade": { "profile": "wrs-published-grade-1", "edition": "2026-10-28.1", "id": "bruce-et-al-genie-2024", "entry_id": "bruce-et-al-genie-2024", "revision": 1, "title": "Bruce et al.: Genie latent-action interactive environments", "context": "Audio modeling, latent dynamics and learning feedback", "track": "Human-designed research method or resource", "band": "A", "modifier": "-", "status": "PROVISIONAL_EDITORIAL", "assessed_on": "2026-10-16", "evidence_cutoff": "2026-10-16", "achievement_state": "SUPPORTED_SCOPED_RESULT", "what_changed": "Learned a video tokenizer, latent-action representation and autoregressive dynamics from unlabeled videos to generate environments controllable frame by frame.", "scope": "Learned a video tokenizer, latent-action representation and autoregressive dynamics from unlabeled videos to generate environments controllable frame by frame. Limited learned virtual environments are not physically faithful simulators or unbounded coherent worlds. Text inputs may first require an external text-to-image system; absence of action labels is not absence of all training data.", "evidence_summary": "The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Limited learned virtual environments are not physically faithful simulators or unbounded coherent worlds. 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Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities." } ], "target": { "record_id": "urn:uuid:20f7a40e-9723-4a87-a32d-883d569b9a21", "version": 1, "content_hash": "sha256:b4a2a1e1b67a245a92777e81a808c2f48e7d8b48999b8eee49dbb42aa94324af" }, "scientific_correctness_certified": false, "independent_expert_calibration": false, "method": "PROPRIETARY", "points": "110000" }, "canonical_agent_submission": false, "scientific_verification_awarded": false, "reader_guide": null, "reading_status": "SOURCE_LINKED_NOTE" }