Pith Number

pith:JD6G4AN2

pith:2025:JD6G4AN2Q4NVRZMON2HLEWVCAL

not attested not anchored not stored refs pending

Generalist versus Specialist Vision Foundation Models for Ocular Disease and Oculomics

Anran Ran, Carol Y. Cheung, Daniel C. Alexander, Dominic Williamson, Eden Ruffell, Gabor Mark Somfai, Gabriel Dawei Yang, Hongyang Jiang, Hyunmin Kim, Jocelyn Hui Lin Goh, Justin Engelmann, Ke Zou, Lie Ju, Paul Nderitu, Pearse A. Keane, Rui Santos, Sahana Srinivasan, Siegfried K. Wagner, Takahiro Ninomiya, Tien Yin Wong, Yih Chung Tham, Yukun Zhou, Zheyuan Wang

arxiv:2509.03421 v1 · 2025-09-03 · eess.IV · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JD6G4AN2Q4NVRZMON2HLEWVCAL}

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	2026-07-05T12:04:22.440166Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48fc6e01ba871b58e58e6e8eb25aa202e1767f07f9ef2dda14302de2d38cf207

Aliases

arxiv: 2509.03421 · arxiv_version: 2509.03421v1 · doi: 10.48550/arxiv.2509.03421 · pith_short_12: JD6G4AN2Q4NV · pith_short_16: JD6G4AN2Q4NVRZMO · pith_short_8: JD6G4AN2

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/JD6G4AN2Q4NVRZMON2HLEWVCAL \
  | 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: 48fc6e01ba871b58e58e6e8eb25aa202e1767f07f9ef2dda14302de2d38cf207

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ae192b7ea954ac2da70fcf95cb0222b11f04c5f9911e681c8411bd6ab43927f",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2025-09-03T15:48:57Z",
    "title_canon_sha256": "9761c877b7fe035112a50098f33c7fc906fee6d8499695b498bda4cfeaaf1a32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.03421",
    "kind": "arxiv",
    "version": 1
  }
}