Pith Number

pith:DDMFV3IF

pith:2025:DDMFV3IFRDYHXAPAZKUU2YLLEC

not attested not anchored not stored refs pending

Robustness tests for biomedical foundation models should tailor to specifications

A. Jay Holmgren, Madhumita Sushil, Noah R. Baker, Qiming Cui, Reza Abbasi-Asl, R. Patrick Xian, Stefan Bauer, Tom David

arxiv:2502.10374 v3 · 2025-02-14 · cs.SE · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DDMFV3IFRDYHXAPAZKUU2YLLEC}

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	2026-07-05T12:01:20.876120Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18d85aed0588f07b81e0caa94d616b20a1debf3094824ef6dc2b4ae5e26d3aaa

Aliases

arxiv: 2502.10374 · arxiv_version: 2502.10374v3 · doi: 10.48550/arxiv.2502.10374 · pith_short_12: DDMFV3IFRDYH · pith_short_16: DDMFV3IFRDYHXAPA · pith_short_8: DDMFV3IF

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/DDMFV3IFRDYHXAPAZKUU2YLLEC \
  | 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: 18d85aed0588f07b81e0caa94d616b20a1debf3094824ef6dc2b4ae5e26d3aaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "004c85e94e776d4cc58690317957d741874e75e28021a0e53181123a5bcb4c8b",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-14T18:52:10Z",
    "title_canon_sha256": "8ddb250e724f24945480383399c5c788597fb9ad03f00652aeb6e53cc2b31d72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10374",
    "kind": "arxiv",
    "version": 3
  }
}