Pith Number

pith:ZVNQROOR

pith:2024:ZVNQROORH57VEKPKPF5QVP2T2C

not attested not anchored not stored refs pending

MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

Hongtu Zhu, Huaxiu Yao, Kangyu Zhu, Peng Xia, Sheng Wang, Yun Li

arxiv:2412.06141 v4 · 2024-12-09 · cs.CV · cs.AI · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{ZVNQROORH57VEKPKPF5QVP2T2C}

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Record completeness

1 Bitcoin timestamp

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

7 papers in Pith

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution

Analyzing and Improving Fine-grained Preference Optimization in Medical LVLMs

UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA

EasyLens: A Training-Free Plug-and-Play Subtle-Lesion Representation Amplifier for Medical Vision-Language Models

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution

Receipt and verification

First computed	2026-07-05T11:15:41.066952Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd5b08b9d13f7f5229ea797b0abf53d08cdbb9fa4b0b5033c73a7d6645ddb8cc

Aliases

arxiv: 2412.06141 · arxiv_version: 2412.06141v4 · doi: 10.48550/arxiv.2412.06141 · pith_short_12: ZVNQROORH57V · pith_short_16: ZVNQROORH57VEKPK · pith_short_8: ZVNQROOR

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/ZVNQROORH57VEKPKPF5QVP2T2C \
  | 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: cd5b08b9d13f7f5229ea797b0abf53d08cdbb9fa4b0b5033c73a7d6645ddb8cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "515e7f9b7cceaad6900f2cb168738f2ed1014f8a968bc1dd2aef65bc31dc0e19",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-09T01:50:39Z",
    "title_canon_sha256": "7a3523155d07825cae9350d7f4054ace76beb1e058a9f858bafadaed47b9001c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06141",
    "kind": "arxiv",
    "version": 4
  }
}