Pith Number

pith:4NIZJOFU

pith:2025:4NIZJOFUT6UPPY5K7OJID4BAAY

not attested not anchored not stored refs pending

Towards Robust Foundation Models for Digital Pathology

Edwin D. de Jong, Eric Marcus, Frederick Klauschen, Hannah Marienwald, Jonah K\"omen, Jonas Dippel, Jonas Teuwen, Julius Hense, Klaus-Robert M\"uller, Lukas Ruff, Maximilian Alber, Philip Naumann

arxiv:2507.17845 v1 · 2025-07-22 · eess.IV · cs.AI · cs.CV · cs.LG · q-bio.QM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4NIZJOFUT6UPPY5K7OJID4BAAY}

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

6 papers in Pith

DaX: Learning General Pathology Representations Across Scales

In-Context Multiple Instance Learning

Symb-xMIL: Symbolic Explanations for Multiple Instance Learning in Digital Pathology

When Are Multimodal Predictions Biologically Supported? A Diagnostic Evaluation Framework

Mitigating Clever Hans Strategies in Image Classifiers through Generating Counterexamples

Receipt and verification

First computed	2026-07-05T11:42:36.177836Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e35194b8b49fa8f7e3aafb9281f020062e404080efe325f89531d83458fa1ad0

Aliases

arxiv: 2507.17845 · arxiv_version: 2507.17845v1 · doi: 10.48550/arxiv.2507.17845 · pith_short_12: 4NIZJOFUT6UP · pith_short_16: 4NIZJOFUT6UPPY5K · pith_short_8: 4NIZJOFU

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/4NIZJOFUT6UPPY5K7OJID4BAAY \
  | 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: e35194b8b49fa8f7e3aafb9281f020062e404080efe325f89531d83458fa1ad0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f8c51f2a558fc0e462c442f39f726d094b9e429949cbb2de754fb8739a2abfd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG",
      "q-bio.QM"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2025-07-22T16:51:53Z",
    "title_canon_sha256": "010e892b8f985959b7862996d11e901f4f5c8dfe80ac5a2e6496b9da7c1ec091"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.17845",
    "kind": "arxiv",
    "version": 1
  }
}