Pith Number

pith:CK46VKDI

pith:2024:CK46VKDITMBIJ6V2CPO7TM4T6B

not attested not anchored not stored refs pending

Closing the AI generalization gap by adjusting for dermatology condition distribution differences across clinical settings

Aaron Loh, Alec Eschholz, Basil Mustafa, Bradley Fong, Dale R. Webster, Doris Wong, Grace Eunhae Hong, Greg S. Corrado, Jan Freyberg, Justin Ko, Katherine Chou, Khoban Nasim, Margaret Ann Smith, Michelle Phung, Nicolas Betancourt, Peggy Bui, Preeti Singh, Rachna Sahasrabudhe, Rajeev V. Rikhye, Rory Sayres, Steven Lin, Terry Spitz, Vijaytha Muralidharan, Yossi Matias, Yuan Liu, Yun Liu

arxiv:2402.15566 v1 · 2024-02-23 · eess.IV · 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{CK46VKDITMBIJ6V2CPO7TM4T6B}

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	2026-07-05T07:48:54.750381Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12b9eaa8689b0284faba13ddf9b393f0705fa54d93a0cc615ad6879d4ed171a1

Aliases

arxiv: 2402.15566 · arxiv_version: 2402.15566v1 · doi: 10.48550/arxiv.2402.15566 · pith_short_12: CK46VKDITMBI · pith_short_16: CK46VKDITMBIJ6V2 · pith_short_8: CK46VKDI

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/CK46VKDITMBIJ6V2CPO7TM4T6B \
  | 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: 12b9eaa8689b0284faba13ddf9b393f0705fa54d93a0cc615ad6879d4ed171a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0469d8e10031700787ad1f6b82526693df132038d3c3765cad9adba97223428",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2024-02-23T19:07:53Z",
    "title_canon_sha256": "d43d2ab7528be19fdea8be4043e1f3e9f3aa146cffe9b7b3e2dd31e5cbbfb595"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15566",
    "kind": "arxiv",
    "version": 1
  }
}