Pith Number

pith:PCSL7MZV

pith:2024:PCSL7MZVJCJCTTGNQDKWK3D2FM

not attested not anchored not stored refs pending

Real-World Federated Learning in Radiology: Hurdles to overcome and Benefits to gain

Andreas Bucher, Astha Jaiswal, Eric Frodl, Felix D\"ollinger, Jens Kleesiek, Klaus Maier-Hein, Manuel Nickel, Marcel Opitz, Marcus Both, Markus R. Bujotzek, Maximilian Zenk, Moon Kim, Nicolai R. Krekiehn, Peter Neher, Richard Ruppel, Rickmer Braren, Stefan Denner, Thorsten Persigehl, Tobias Penzkofer, \"Unal Ak\"unal

arxiv:2405.09409 v1 · 2024-05-15 · cs.CV · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PCSL7MZVJCJCTTGNQDKWK3D2FM}

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	2026-07-05T08:19:30.096368Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78a4bfb335489229cccd80d5656c7a2b185ca4ad3a9318df99fcd76a656988e6

Aliases

arxiv: 2405.09409 · arxiv_version: 2405.09409v1 · doi: 10.48550/arxiv.2405.09409 · pith_short_12: PCSL7MZVJCJC · pith_short_16: PCSL7MZVJCJCTTGN · pith_short_8: PCSL7MZV

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/PCSL7MZVJCJCTTGNQDKWK3D2FM \
  | 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: 78a4bfb335489229cccd80d5656c7a2b185ca4ad3a9318df99fcd76a656988e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ccdfdfd2492475d62e8c87b7712a60afd0221da41407be5dc5f057fb55dcbf55",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-15T15:04:27Z",
    "title_canon_sha256": "c1a755239abf8c375e938e1c5f89da72ce19e7fd373a2dc5a07890ce974bd3b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.09409",
    "kind": "arxiv",
    "version": 1
  }
}