Pith Number

pith:WHWJGQST

pith:2024:WHWJGQSTYKMYMTG7CDNZHLRILQ

not attested not anchored not stored refs pending

Specialized curricula for training vision-language models in retinal image analysis

Andrew J. Lotery, Christopher Holmes, Daniel Rueckert, Dimitra Mitsopoulou, Hendrik P. N. Scholl, Hrvoje Bogunovi\'c, Julia Mai, Maria Patsiamanidi, Martin J. Menten (on behalf of the PINNACLE consortium), Paul Hager, Philip M\"uller, Robbie Holland, Sobha Sivaprasad, Sophie Riedl, Thomas R. P. Taylor, Ursula Schmidt-Erfurth

arxiv:2407.08410 v2 · 2024-07-11 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WHWJGQSTYKMYMTG7CDNZHLRILQ}

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	2026-07-05T10:19:25.997640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b1ec934253c299864cdf10db93ae285c365c87c846d8e7a37ecb3219684f5463

Aliases

arxiv: 2407.08410 · arxiv_version: 2407.08410v2 · doi: 10.48550/arxiv.2407.08410 · pith_short_12: WHWJGQSTYKMY · pith_short_16: WHWJGQSTYKMYMTG7 · pith_short_8: WHWJGQST

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/WHWJGQSTYKMYMTG7CDNZHLRILQ \
  | 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: b1ec934253c299864cdf10db93ae285c365c87c846d8e7a37ecb3219684f5463

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "867b430826238cc565cd74dcace46faa8b1afe1f3cc80c6c5ec1425eb3916dc6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-11T11:31:48Z",
    "title_canon_sha256": "d4152a7b80e82f43ad5d0ecc2a7d80ec78e8dfb863ad6217afdb22cdde8d7c30"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08410",
    "kind": "arxiv",
    "version": 2
  }
}