Pith Number

pith:R5JMWIXF

pith:2023:R5JMWIXFBYMCYLOG47A3KUOU2Z

not attested not anchored not stored refs pending

Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity

Linus Ericsson, Pedro Sanchez, Raman Dutt, Sotirios A. Tsaftaris, Timothy Hospedales

arxiv:2305.08252 v4 · 2023-05-14 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R5JMWIXFBYMCYLOG47A3KUOU2Z}

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

3 papers in Pith

Data-Centric Foundation Models in Computational Healthcare: A Survey

SMFormer: Empowering Self-supervised Stereo Matching via Foundation Models and Data Augmentation

Dante: An Open Source Model Pre-Training and Fine-Tuning Tool for the Dafne Federated Framework for Medical Image Segmentation

Receipt and verification

First computed	2026-07-05T08:29:15.299611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f52cb22e50e182c2dc6e7c1b551d4d6708246c5416b388781c764efe9ad676c

Aliases

arxiv: 2305.08252 · arxiv_version: 2305.08252v4 · doi: 10.48550/arxiv.2305.08252 · pith_short_12: R5JMWIXFBYMC · pith_short_16: R5JMWIXFBYMCYLOG · pith_short_8: R5JMWIXF

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/R5JMWIXFBYMCYLOG47A3KUOU2Z \
  | 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: 8f52cb22e50e182c2dc6e7c1b551d4d6708246c5416b388781c764efe9ad676c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed98f006d2d1079cf71b46419e2a6982ae34e7d6bb535e6be7de58fec8de937c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-05-14T21:18:18Z",
    "title_canon_sha256": "55a164028814010baeb78dc2c52027f92aafd238a45cdd98516f0b2036a880bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.08252",
    "kind": "arxiv",
    "version": 4
  }
}