QL
ENT-00002419 · AI System

Q-learning

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

Level V PersistentActiveDocumented
Human record

Overview

Q-learning is an AI model or research system associated with AI research. It is documented as model-free reinforcement learning algorithm.

Timeline

  1. 1989First public appearance

    Q-learning entered the documented public record in 1989. This event is retained at the precision supported by the Entry’s reviewed source history.

Capabilities

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

Known 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.
Technical and structured detail

Technical description

Structured LXKeys.world registry record for Q-learning. Entity type: AI System; classification: Specialized AI System; creator/organization context: Christopher Watkins. Canonical source anchor: https://link.springer.com/article/10.1007/BF00992698. 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.

Controlled tags

AI HistoryAlgorithmReinforcement LearningAI Algorithm
Relationship graph

Q-learning

Open in full graph
Q-learning
CreatorOutgoing
Christopher Watkins

Christopher Watkins is documented as creator, contributor or originating team for Q-learning.

Associated organizationOutgoing
AI research

AI research is the organization or institutional context associated with Q-learning.

ClassificationOutgoing
AI Algorithm

Q-learning is classified as AI Algorithm.

Machine readable layer

Structured entry data for human tools, AI systems and machine clients.

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    "@type": "Thing",
    "identifier": "ENT-00002419",
    "name": "Q-learning",
    "alternateName": [],
    "additionalType": {
        "category": "AI Systems",
        "type": "AI System",
        "subtype": "",
        "lxkeysEntity": false
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    "description": "Q-learning is a AI system associated with AI research, classified in LXKeys.world as Specialized AI System.",
    "creator": "Christopher Watkins",
    "url": "https://lxkeys.world/entry.php?id=ENT-00002419&lang=en",
    "sameAs": "https://link.springer.com/article/10.1007/BF00992698",
    "image": "",
    "lxkeysWorld": {
        "worldId": "ENT-00002419",
        "kind": "AI Systems",
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        "classification": "Specialized AI System",
        "organization": "AI research",
        "originContext": "AI data and evaluation infrastructure",
        "firstPublicAppearance": "1989",
        "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": [
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            "Algorithm",
            "Reinforcement Learning",
            "AI Algorithm"
        ],
        "timeline": [
            {
                "date": "1989",
                "title": "First public appearance",
                "description": "Q-learning entered the documented public record in 1989. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://link.springer.com/article/10.1007/BF00992698",
                "verification_status": "source_backed_official"
            }
        ],
        "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"
            },
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                "type": "Classification",
                "description": "Q-learning is classified as AI Algorithm.",
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        ],
        "sources": [
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                "url": "https://link.springer.com/article/10.1007/BF00992698",
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                "verification_status": "verified",
                "authority": "OFFICIAL",
                "role": "primary",
                "update_enabled": true,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
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}
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