Pith Number

pith:JWFNFYPK

pith:2025:JWFNFYPK7LLRBXZZKOGQYR5QI3

not attested not anchored not stored refs pending

The Next Layer: Augmenting Foundation Models with Structure-Preserving and Attention-Guided Learning for Local Patches to Global Context Awareness in Computational Pathology

Amgad Muneer, Anas Zafar, Cara Haymaker, David Jaffray, Eman Showkatian, Frank Rojas Alvarez, Jianjun Zhang, Jia Wu, John Heymach, Luisa Maren Solis Soto, Maricel Corredor Marin, Muhammad Waqas, Natalie I Vokes, Rukhmini Bandyopadhyay, Wentao Li

arxiv:2508.19914 v1 · 2025-08-27 · q-bio.QM · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JWFNFYPK7LLRBXZZKOGQYR5QI3}

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	2026-07-05T12:00:19.923697Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d8ad2e1eafad710df39538d0c47b046f80729c1daa69090418c8985148c6a70

Aliases

arxiv: 2508.19914 · arxiv_version: 2508.19914v1 · doi: 10.48550/arxiv.2508.19914 · pith_short_12: JWFNFYPK7LLR · pith_short_16: JWFNFYPK7LLRBXZZ · pith_short_8: JWFNFYPK

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/JWFNFYPK7LLRBXZZKOGQYR5QI3 \
  | 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: 4d8ad2e1eafad710df39538d0c47b046f80729c1daa69090418c8985148c6a70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e677d6ff3be6cd962ab7920d6b1654e156760414ff487d7929b9775c9ef1ca96",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-bio.QM",
    "submitted_at": "2025-08-27T14:19:38Z",
    "title_canon_sha256": "25c17739d5870f8046d9f7290da8d5108bc6a3321798fcf3f6ce333fdbda1fd6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.19914",
    "kind": "arxiv",
    "version": 1
  }
}