Pith Number

pith:KAM75S3R

pith:2025:KAM75S3R3ZXF6DFO6KYSR2H2LL

not attested not anchored not stored refs pending

MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning

Che Liu, Chen Chen, Cheng Ouyang, Daniel Rueckert, Fenglin Liu, Hongwei Bran Li, Jiayuan Zhu, Jiazhen Pan, Junde Wu

arxiv:2502.19634 v2 · 2025-02-26 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{KAM75S3R3ZXF6DFO6KYSR2H2LL}

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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

23 papers in Pith

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Does Language Shift Break Medical Vision-Language Models? Indonesian Radiology Visual Question Answering Case Study

EchoSonar-R: A Multi-View Reasoning-Enabled Model for Disease Classification and Report Generation in Echocardiography

DIYHealth Suite: Dataset, Model, and Benchmark for Health Management at Home

Receipt and verification

First computed	2026-07-05T10:34:42.770459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5019fecb71de6e5f0caef2b128e8fa5ae0d92b3f5c720a6f693f72e12ebe9692

Aliases

arxiv: 2502.19634 · arxiv_version: 2502.19634v2 · doi: 10.48550/arxiv.2502.19634 · pith_short_12: KAM75S3R3ZXF · pith_short_16: KAM75S3R3ZXF6DFO · pith_short_8: KAM75S3R

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/KAM75S3R3ZXF6DFO6KYSR2H2LL \
  | 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: 5019fecb71de6e5f0caef2b128e8fa5ae0d92b3f5c720a6f693f72e12ebe9692

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "359f09599b10e2389496860723b7017f16f4ba355ebfc8279a4d6b7b3105aad9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-26T23:57:34Z",
    "title_canon_sha256": "7638f9bb6b70d24ef474fb2030cbb0a5a71b38cfd5325bdf6d9879804110efe2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.19634",
    "kind": "arxiv",
    "version": 2
  }
}