Pith Number

pith:PMTOWHSI

pith:2019:PMTOWHSIY7M5TB3GXCMHIA7Z4M

not attested not anchored not stored refs pending

Transfusion: Understanding Transfer Learning for Medical Imaging

Chiyuan Zhang, Jon Kleinberg, Maithra Raghu, Samy Bengio

arxiv:1902.07208 v3 · 2019-02-14 · cs.CV · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{PMTOWHSIY7M5TB3GXCMHIA7Z4M}

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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

5 papers in Pith

PEFT-MedSAM: Efficient Fine-Tuning of Medical Foundation Models for Explainable Skin Lesion Segmentation

Geometric Embedding Alignment via Curvature Matching in Transfer Learning

A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark

Vision Transformers Need Registers

Fine-Tuning Regimes Define Distinct Continual Learning Problems

Receipt and verification

First computed	2026-07-05T00:15:47.026865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b26eb1e48c7d9d98766b8987403f9e330759de9947f1fc83cd9d1e7b2b938e9

Aliases

arxiv: 1902.07208 · arxiv_version: 1902.07208v3 · doi: 10.48550/arxiv.1902.07208 · pith_short_12: PMTOWHSIY7M5 · pith_short_16: PMTOWHSIY7M5TB3G · pith_short_8: PMTOWHSI

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/PMTOWHSIY7M5TB3GXCMHIA7Z4M \
  | 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: 7b26eb1e48c7d9d98766b8987403f9e330759de9947f1fc83cd9d1e7b2b938e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b1256bbce9013df869c36fd3310838662219bde5e909a3e325a33923b6af6942",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-02-14T01:54:53Z",
    "title_canon_sha256": "87f7e8da2d1908017338d433fb48374838fc9bd7fb4067cabc3b965fac11a508"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.07208",
    "kind": "arxiv",
    "version": 3
  }
}