Pith Number

pith:LEGEXGT4

pith:2024:LEGEXGT4DYOEOYSBVPGAS2LH5B

not attested not anchored not stored refs pending

Towards Large-Scale Training of Pathology Foundation Models

Axel Lagr\'e, Edwin D. de Jong, Fei Tang, Ioannis Gatopoulos, Joost van Doorn, kaiko.ai, Mikhail Karasikov, Nanne Aben, Nicolas K\"anzig, Roman Moser

arxiv:2404.15217 v1 · 2024-03-24 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{LEGEXGT4DYOEOYSBVPGAS2LH5B}

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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

6 papers in Pith

DaX: Learning General Pathology Representations Across Scales

STREAM: Stochastic Riemannian Flow Matching with Anisotropic Decoder for Digital Histopathology Image Generation

Evaluating Computational Pathology Foundation Models for Prostate Cancer Grading under Distribution Shifts

Thinking in Scales: Accelerating Gigapixel Pathology Image Analysis via Adaptive Continuous Reasoning

Beyond ViT Tokens: Masked-Diffusion Pretrained Convolutional Pathology Foundation Model for Cell-Level Dense Prediction

Receipt and verification

First computed	2026-07-05T08:11:17.044520Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

590c4b9a7c1e1c476241abcc096967e862f0f38cbbf56bd6f1a069405e4c090d

Aliases

arxiv: 2404.15217 · arxiv_version: 2404.15217v1 · doi: 10.48550/arxiv.2404.15217 · pith_short_12: LEGEXGT4DYOE · pith_short_16: LEGEXGT4DYOEOYSB · pith_short_8: LEGEXGT4

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/LEGEXGT4DYOEOYSBVPGAS2LH5B \
  | 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: 590c4b9a7c1e1c476241abcc096967e862f0f38cbbf56bd6f1a069405e4c090d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d6df9b9f6a49e7940dc6473b821b2a66ce789b47cbdb9ea9db95965293a6cb1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-24T21:34:36Z",
    "title_canon_sha256": "5aeea8b6577fdc02954c29c16704fff44d7c7bc77c6d99176a7e816f5027177c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.15217",
    "kind": "arxiv",
    "version": 1
  }
}