Pith Number

pith:VMOMLD3Y

pith:2024:VMOMLD3YIQJLHVSGAUYIGLNBQY

not attested not anchored not stored refs pending

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging

Benyou Wang, Dingjie Song, Junying Chen, Rongsheng Wang, Weihong Wang, Yize Chen, Yonglin Deng, Zhenyang Cai, Zixu Zhang

arxiv:2412.20070 v2 · 2024-12-28 · cs.CV · cs.AI · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VMOMLD3YIQJLHVSGAUYIGLNBQY}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T11:13:17.864469Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab1cc58f784412b3d6460530832da1861a70c0c0fcdeb0ee81e97fc99a5ff4a2

Aliases

arxiv: 2412.20070 · arxiv_version: 2412.20070v2 · doi: 10.48550/arxiv.2412.20070 · pith_short_12: VMOMLD3YIQJL · pith_short_16: VMOMLD3YIQJLHVSG · pith_short_8: VMOMLD3Y

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/VMOMLD3YIQJLHVSGAUYIGLNBQY \
  | 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: ab1cc58f784412b3d6460530832da1861a70c0c0fcdeb0ee81e97fc99a5ff4a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb80210ab3bee973a4fa7d46b09a7d014afb1548d6d96a81003d377c1266b84f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-28T07:50:00Z",
    "title_canon_sha256": "9884a0305df4c41f820673608806b06833ffc390ea0d81eb19c598f96d6a7ac6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20070",
    "kind": "arxiv",
    "version": 2
  }
}