Q-learning

Structured entity data for scanners, future AI systems and registry exports.

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00002419",
    "name": "Q-learning",
    "alternateName": [],
    "additionalType": "AI System",
    "description": "Q-learning is a ai algorithm associated with AI research.",
    "creator": "Christopher Watkins",
    "url": "entity.php?id=ENT-00002419",
    "sameAs": "https://link.springer.com/article/10.1007/BF00992698",
    "lxkeysWorld": {
        "classification": "AI Algorithm",
        "organization": "AI research",
        "originContext": "AI data and evaluation infrastructure",
        "firstPublicAppearance": "1989",
        "currentStatus": "Active",
        "registryStatus": "Documented",
        "spatiumIndex": {
            "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",
            "reviewed_utc": "2026-06-17T01:33:48+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4"
        },
        "capabilities": [
            "AI model or research system documentation",
            "Public source anchoring",
            "Machine-learning capability reference",
            "Relationship graph compatibility",
            "Machine-readable metadata"
        ],
        "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": "1989",
                "title": "Public release or publication",
                "description": "Q-learning appears in public documentation or research records associated with AI research."
            }
        ],
        "relationships": [
            {
                "target": "Christopher Watkins",
                "type": "Creator",
                "description": "Christopher Watkins is documented as creator, contributor or originating team for Q-learning.",
                "evidence_level": "documentary"
            },
            {
                "target": "AI research",
                "type": "Associated organization",
                "description": "AI research is the organization or institutional context associated with Q-learning.",
                "evidence_level": "documentary"
            },
            {
                "target": "AI Algorithm",
                "type": "Classification",
                "description": "Q-learning is classified as AI Algorithm.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Official documentation",
                "url": "https://link.springer.com/article/10.1007/BF00992698",
                "source_type": "Reference Source",
                "verification_status": "verified"
            }
        ]
    }
}