RE
ENT-00002425 · Système IA

REINFORCE

REINFORCE is a AI system associated with AI research, classified in LXKeys.world as Specialized AI System.

Niveau V PersistantActifDocumenté
Fiche publique

Vue d’ensemble

REINFORCE is an AI model or research system associated with AI research. It is documented as policy gradient reinforcement learning algorithm.

Chronologie

  1. 1992First public appearance

    REINFORCE entered the documented public record in 1992. This event is retained at the precision supported by the Entry’s reviewed source history.

Capacités

AI-enabled task executionModel or workflow integrationInput/output transformationPublic system documentation

Limites connues

Model behavior depends on version, deployment settings and usage context.Capabilities should be interpreted through the linked model card, official documentation or research source.
Détail technique et structuré

Description technique

Structured LXKeys.world registry record for REINFORCE. Entity type: AI System; classification: Specialized AI System; creator/organization context: Ronald J. Williams. Canonical source anchor: https://link.springer.com/article/10.1007/BF00992696. The record tracks source authority, first public appearance, timeline, capabilities, limitations, registry status and graph relationships. Automatic refresh is limited to sources explicitly classified as OFFICIAL and enabled for updates; documentary and research references remain non-authoritative unless reviewed.

Tags contrôlés

AI HistoryAlgorithmReinforcement LearningAI Algorithm
Graphe relationnel

REINFORCE

Ouvrir dans le graphe complet
REINFORCE
CréateurSortante
Ronald J. Williams

Ronald J. Williams is documented as creator, contributor or originating team for REINFORCE.

Organisation associéeSortante
AI research

AI research is the organization or institutional context associated with REINFORCE.

ClassificationSortante
AI Algorithm

REINFORCE is classified as AI Algorithm.

Couche lisible par machine

Données structurées de l’entrée pour les outils humains, les systèmes IA et les clients machine.

{
    "@context": [
        "https://schema.org",
        {
            "lxw": "https://lxkeys.world/schema/"
        }
    ],
    "@type": "Thing",
    "identifier": "ENT-00002425",
    "name": "REINFORCE",
    "alternateName": [],
    "additionalType": {
        "category": "AI Systems",
        "type": "AI System",
        "subtype": "",
        "lxkeysEntity": false
    },
    "description": "REINFORCE is a AI system associated with AI research, classified in LXKeys.world as Specialized AI System.",
    "creator": "Ronald J. Williams",
    "url": "https://lxkeys.world/entry.php?id=ENT-00002425&lang=fr",
    "sameAs": "https://link.springer.com/article/10.1007/BF00992696",
    "image": "",
    "lxkeysWorld": {
        "worldId": "ENT-00002425",
        "kind": "AI Systems",
        "type": "AI System",
        "subtype": "",
        "classification": "Specialized AI System",
        "organization": "AI research",
        "originContext": "AI data and evaluation infrastructure",
        "firstPublicAppearance": "1992",
        "currentStatus": "Active",
        "documentationStatus": "Documented",
        "documentationIndex": {
            "total": 88,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 25,
            "level": "Level V Persistent"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-17T01:33:48+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4",
            "updated_utc": "2026-06-17T01:33:48+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4"
        },
        "facts": [],
        "capabilities": [
            "AI-enabled task execution",
            "Model or workflow integration",
            "Input/output transformation",
            "Public system documentation"
        ],
        "limitations": [
            "Model behavior depends on version, deployment settings and usage context.",
            "Capabilities should be interpreted through the linked model card, official documentation or research source."
        ],
        "tags": [
            "AI History",
            "Algorithm",
            "Reinforcement Learning",
            "AI Algorithm"
        ],
        "timeline": [
            {
                "date": "1992",
                "title": "First public appearance",
                "description": "REINFORCE entered the documented public record in 1992. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://link.springer.com/article/10.1007/BF00992696",
                "verification_status": "source_backed_official"
            }
        ],
        "relationships": [
            {
                "target": "Ronald J. Williams",
                "type": "Creator",
                "description": "Ronald J. Williams is documented as creator, contributor or originating team for REINFORCE.",
                "evidence_level": "documentary"
            },
            {
                "target": "AI research",
                "type": "Associated organization",
                "description": "AI research is the organization or institutional context associated with REINFORCE.",
                "evidence_level": "documentary"
            },
            {
                "target": "AI Algorithm",
                "type": "Classification",
                "description": "REINFORCE is classified as AI Algorithm.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Official documentation",
                "url": "https://link.springer.com/article/10.1007/BF00992696",
                "source_type": "Reference Source",
                "verification_status": "verified",
                "authority": "OFFICIAL",
                "role": "primary",
                "update_enabled": true,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
            }
        ],
        "canonical": [],
        "imageMeta": []
    }
}
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