Pith Number

pith:NM6QKZP7

pith:2025:NM6QKZP7P36MCRMBUCBX4JXSNG

not attested not anchored not stored refs pending

Ensemble learning of foundation models for precision oncology

Andrew Heider, Colin Bergstrom, Feyisope Eweje, Francesca Maria Olguin, Jinxi Xiang, Joel Neal, Kelley Yuan, Matthew Abikenari, Maximilian Diehn, Robert West, Ruijiang Li, Ryan Quinton, Sanjeeth Rajaram, Sen Yang, Sierra Willens, Ted Kim, Xiangde Luo, Xiaoming Zhang, Xiyue Wang, Yijiang Chen, Yuanfeng Ji, Yuchen Li, Zhe Li

arxiv:2508.16085 v1 · 2025-08-22 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NM6QKZP7P36MCRMBUCBX4JXSNG}

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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

2 papers in Pith

Uncertainty Estimation in Pathology Foundation Models via Deep Mutual Learning

Plug-and-Play Logit Fusion for Heterogeneous Pathology Foundation Models

Receipt and verification

First computed	2026-07-05T11:57:41.805033Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b3d0565ff7efcc14581a0837e26f269a24c79d44f96265296867ea6fcb6acab

Aliases

arxiv: 2508.16085 · arxiv_version: 2508.16085v1 · doi: 10.48550/arxiv.2508.16085 · pith_short_12: NM6QKZP7P36M · pith_short_16: NM6QKZP7P36MCRMB · pith_short_8: NM6QKZP7

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/NM6QKZP7P36MCRMBUCBX4JXSNG \
  | 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: 6b3d0565ff7efcc14581a0837e26f269a24c79d44f96265296867ea6fcb6acab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae8b03c63257f0bbda8a4aa137c4dcc2184e971f32a020267d674c86f5da810e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-22T04:36:10Z",
    "title_canon_sha256": "b1ad185f63399d66ed4d331a0d3b3ed72b9f3a3e3938f2c8754703985f3e749c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.16085",
    "kind": "arxiv",
    "version": 1
  }
}