Pith Number

pith:VOU7ZYPE

pith:2023:VOU7ZYPEV4M7O43NOPA2WM2UA4

not attested not anchored not stored refs pending

Generalization in medical AI: a perspective on developing scalable models

Eran Zvuloni, Joachim A. Behar, Leo Anthony Celi

arxiv:2311.05418 v2 · 2023-11-09 · cs.LG · 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{VOU7ZYPEV4M7O43NOPA2WM2UA4}

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	2026-07-05T10:49:42.843143Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aba9fce1e4af19f7736d73c1ab33540702f890da5f244b6729a78f3a0c05a937

Aliases

arxiv: 2311.05418 · arxiv_version: 2311.05418v2 · doi: 10.48550/arxiv.2311.05418 · pith_short_12: VOU7ZYPEV4M7 · pith_short_16: VOU7ZYPEV4M7O43N · pith_short_8: VOU7ZYPE

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/VOU7ZYPEV4M7O43NOPA2WM2UA4 \
  | 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: aba9fce1e4af19f7736d73c1ab33540702f890da5f244b6729a78f3a0c05a937

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80e5c5ee567911b2e795b6860b188324658e1a0a59f047417b2054c693540f89",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-09T14:54:28Z",
    "title_canon_sha256": "415bfe267cf575df50041e14ee83a382a4a0d2f534341be42fc009aaa848046d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.05418",
    "kind": "arxiv",
    "version": 2
  }
}