Pith Number

pith:T2Q4MNJ4

pith:2024:T2Q4MNJ4ENVVCT5PRYJPSMHSNT

not attested not anchored not stored refs pending

PeFoMed: Parameter Efficient Fine-tuning of Multimodal Large Language Models for Medical Imaging

Gang Liu, Genrong He, Jinlong He, Pengfei Li, Shenjun Zhong, Zhaolin Chen

arxiv:2401.02797 v3 · 2024-01-05 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{T2Q4MNJ4ENVVCT5PRYJPSMHSNT}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

5 papers in Pith

Noise-Aware Visual Representation Learning for Medical Visual Question Answering

EchoVQA: Enabling Conversational Assistance for Point-of-Care Cardiac Ultrasound

ErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection

Retina-RAG: Retrieval-Augmented Vision-Language Modeling for Joint Retinal Diagnosis and Clinical Report Generation

Receipt and verification

First computed	2026-07-05T10:01:31.847996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ea1c6353c236b514faf8e12f930f26cd781ade65af98ed8c8ed3f9083764cd9

Aliases

arxiv: 2401.02797 · arxiv_version: 2401.02797v3 · doi: 10.48550/arxiv.2401.02797 · pith_short_12: T2Q4MNJ4ENVV · pith_short_16: T2Q4MNJ4ENVVCT5P · pith_short_8: T2Q4MNJ4

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/T2Q4MNJ4ENVVCT5PRYJPSMHSNT \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 9ea1c6353c236b514faf8e12f930f26cd781ade65af98ed8c8ed3f9083764cd9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28c045a123bf848fb0afe7e78b6d1946d96de3a23acd39f3e6a5e8f6c8d00e89",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-05T13:22:12Z",
    "title_canon_sha256": "f0d36f657a2ef32df6c21d69ca6e0b90f8256ad992d036e220d86c1fbb22a739"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.02797",
    "kind": "arxiv",
    "version": 3
  }
}