Pith Number

pith:GZLBHHQA

pith:2024:GZLBHHQAL5XBXOPC7CY6ISR55Q

not attested not anchored not stored refs pending

Secure Federated Learning Approaches to Diagnosing COVID-19

Christopher Settles, Rittika Adhikari

arxiv:2401.12438 v1 · 2024-01-23 · eess.IV · cs.CV · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GZLBHHQAL5XBXOPC7CY6ISR55Q}

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

1 paper in Pith

Privacy-Preserving Chest X-ray Report Generation via Multimodal Federated Learning with ViT and GPT-2

Receipt and verification

First computed	2026-07-05T07:36:30.861117Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3656139e005f6e1bb9e2f8b1e44a3dec1ce72af4dbf9401fa562d18a7e5af729

Aliases

arxiv: 2401.12438 · arxiv_version: 2401.12438v1 · doi: 10.48550/arxiv.2401.12438 · pith_short_12: GZLBHHQAL5XB · pith_short_16: GZLBHHQAL5XBXOPC · pith_short_8: GZLBHHQA

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/GZLBHHQAL5XBXOPC7CY6ISR55Q \
  | 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: 3656139e005f6e1bb9e2f8b1e44a3dec1ce72af4dbf9401fa562d18a7e5af729

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21be09e26b242de76eeaf390196b605c9bbc890b14b13450e8e15585b9a5f382",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2024-01-23T02:14:05Z",
    "title_canon_sha256": "f2a93d2d09e5a0af1e6dcc150e0236d7f97990643349a48f81969f65dfc89a4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.12438",
    "kind": "arxiv",
    "version": 1
  }
}