Pith Number

pith:42LMUBKF

pith:2024:42LMUBKFSVZAS4TDEFJDV57MHB

not attested not anchored not stored refs pending

Improving Medical Diagnostics with Vision-Language Models: Convex Hull-Based Uncertainty Analysis

Ferhat Ozgur Catak, Murat Kuzlu, Taylor Patrick

arxiv:2412.00056 v1 · 2024-11-24 · cs.CV · 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{42LMUBKFSVZAS4TDEFJDV57MHB}

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.

Cited by

1 paper in Pith

Med-R2: An Adversarial Benchmark for Evidence-Grounded Reasoning in Medical VLMs

Receipt and verification

First computed	2026-07-05T09:42:35.434897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e696ca0545957209726321523af7ec386b4e50a47900a34448a96204ce64894d

Aliases

arxiv: 2412.00056 · arxiv_version: 2412.00056v1 · doi: 10.48550/arxiv.2412.00056 · pith_short_12: 42LMUBKFSVZA · pith_short_16: 42LMUBKFSVZAS4TD · pith_short_8: 42LMUBKF

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/42LMUBKFSVZAS4TDEFJDV57MHB \
  | 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: e696ca0545957209726321523af7ec386b4e50a47900a34448a96204ce64894d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d68b46c56f469b5d968f58c88584e376c56850dd87906fcb2c75764cd577fa4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-24T17:49:48Z",
    "title_canon_sha256": "de09f9df66d6d61bad23625d7cbec3e535c73069a9ca1c7ccb03179ab10c2168"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00056",
    "kind": "arxiv",
    "version": 1
  }
}