Pith Number

pith:N2QHI7YB

pith:2025:N2QHI7YBJ4FEZ2WGLU6VTR4ESQ

not attested not anchored not stored refs pending

Are Traditional Deep Learning Model Approaches as Effective as a Retinal-Specific Foundation Model for Ocular and Systemic Disease Detection?

Cancan Xue, Carol Yim-Lui Cheung, Charumathi Sabanayagam, Ching-Yu Cheng, Emma Anran Ran, E Shyong Tai, Gabriel Dawei Yang, Jocelyn Hui Lin Goh, Jost B. Jonas, Jun Zhou, Ke Zou, Krithi Pushpanathan, Marco Chak Yan Yu, Miao-li Chee, Pearse A. Keane, Qingshan Hou, Rick Siow Mong Goh, Sahana Srinivasan, Samantha Min Er Yew, Vinay Nangia, Xiaofeng Lei, Xueling Sim, Yangqin Feng, Yaxing Wang, Yibing Chen, Yih-Chung Tham, Yong Liu, Yukun Zhou, Zhi Da Soh

arxiv:2501.12016 v1 · 2025-01-21 · cs.CV · 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{N2QHI7YBJ4FEZ2WGLU6VTR4ESQ}

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	2026-07-05T10:03:30.656821Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ea0747f014f0a4ceac65d3d59c7849430168c94abbb80f8b086b647bd365375

Aliases

arxiv: 2501.12016 · arxiv_version: 2501.12016v1 · doi: 10.48550/arxiv.2501.12016 · pith_short_12: N2QHI7YBJ4FE · pith_short_16: N2QHI7YBJ4FEZ2WG · pith_short_8: N2QHI7YB

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/N2QHI7YBJ4FEZ2WGLU6VTR4ESQ \
  | 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: 6ea0747f014f0a4ceac65d3d59c7849430168c94abbb80f8b086b647bd365375

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c1fc6f54cf8cd08e62e685d689b9ab314230f3e74548d9d8818502e1863ba7c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-21T10:16:00Z",
    "title_canon_sha256": "b8e05efc37a3dda76a232949b053443855546971146d689db2d9e43e0b3bd30f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12016",
    "kind": "arxiv",
    "version": 1
  }
}