M
ENT-00002403 · AI Model

M3GNet

M3GNet is a scientific ai model associated with UC San Diego.

Level V — PersistentActiveDocumented
Human readable record

Overview

M3GNet is an AI model or research system associated with UC San Diego. It is documented as graph neural network for materials properties.

Timeline

  1. 2022Public release or publication

    M3GNet appears in public documentation or research records associated with UC San Diego.

Capabilities

AI model or research system documentationPublic source anchoringMachine-learning capability referenceRelationship graph compatibilityMachine-readable metadata

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 registry detail

Technical description

Structured AI model record for M3GNet. The technical layer identifies the model family or research role, creator, organization, public source, timeline, capabilities, limitations and relationship targets.

Controlled tags

Scientific AIAI ModelMaterialsScientific AI Model
Relationship graph
M3GNet
CreatorMaterials Virtual Lab

Materials Virtual Lab is documented as creator, contributor or originating team for M3GNet.

Associated organizationUC San Diego

UC San Diego is the organization or institutional context associated with M3GNet.

ClassificationScientific AI Model

M3GNet is classified as Scientific AI Model.

Machine readable layer

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

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00002403",
    "name": "M3GNet",
    "alternateName": [],
    "additionalType": "AI Model",
    "description": "M3GNet is a scientific ai model associated with UC San Diego.",
    "creator": "Materials Virtual Lab",
    "url": "entity.php?id=ENT-00002403",
    "sameAs": "https://github.com/materialsvirtuallab/m3gnet",
    "lxkeysWorld": {
        "classification": "Scientific AI Model",
        "organization": "UC San Diego",
        "originContext": "AI model repository",
        "firstPublicAppearance": "2022",
        "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": [
            "Scientific AI",
            "AI Model",
            "Materials",
            "Scientific AI Model"
        ],
        "timeline": [
            {
                "date": "2022",
                "title": "Public release or publication",
                "description": "M3GNet appears in public documentation or research records associated with UC San Diego."
            }
        ],
        "relationships": [
            {
                "target": "Materials Virtual Lab",
                "type": "Creator",
                "description": "Materials Virtual Lab is documented as creator, contributor or originating team for M3GNet.",
                "evidence_level": "documentary"
            },
            {
                "target": "UC San Diego",
                "type": "Associated organization",
                "description": "UC San Diego is the organization or institutional context associated with M3GNet.",
                "evidence_level": "documentary"
            },
            {
                "target": "Scientific AI Model",
                "type": "Classification",
                "description": "M3GNet is classified as Scientific AI Model.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Official documentation",
                "url": "https://github.com/materialsvirtuallab/m3gnet",
                "source_type": "Model Card / Official Source",
                "verification_status": "verified"
            }
        ]
    }
}
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