Pith Number

pith:CT7SG25R

pith:2024:CT7SG25R65QSNXF2HV625S5NP2

not attested not anchored not stored refs pending

From Challenges and Pitfalls to Recommendations and Opportunities: Implementing Federated Learning in Healthcare

Guang Yang, Junjie Hu, Ming Li, Pengcheng Xu, Zeyu Tang

arxiv:2409.09727 v2 · 2024-09-15 · cs.LG · 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{CT7SG25R65QSNXF2HV625S5NP2}

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

A solvable model for unsupervised federated learning

Receipt and verification

First computed	2026-07-05T10:09:08.691650Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14ff236bb1f76126dcba3d7daecbad7ea4ff4a12d2b0f4bde3d9e06e7c602d23

Aliases

arxiv: 2409.09727 · arxiv_version: 2409.09727v2 · doi: 10.48550/arxiv.2409.09727 · pith_short_12: CT7SG25R65QS · pith_short_16: CT7SG25R65QSNXF2 · pith_short_8: CT7SG25R

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/CT7SG25R65QSNXF2HV625S5NP2 \
  | 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: 14ff236bb1f76126dcba3d7daecbad7ea4ff4a12d2b0f4bde3d9e06e7c602d23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8183e53c53dc2b579e0da3c05ca2635d8a2388b702be1d534485181cafafefce",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-15T13:11:07Z",
    "title_canon_sha256": "48e2b7fb36c05de4b186f38b3f0c0ef12296f7bb2b21ce054044f80ec44a1060"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.09727",
    "kind": "arxiv",
    "version": 2
  }
}