Pith Number

pith:R4PW3A3R

pith:2025:R4PW3A3ROVYWSNTK6PPVI2AULD

not attested not anchored not stored refs pending

Enhancing the Convergence of Federated Learning Aggregation Strategies with Limited Data

\'Alvaro L\'opez Garc\'ia, Judith S\'ainz-Pardo D\'iaz

arxiv:2501.15949 v1 · 2025-01-27 · 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{R4PW3A3ROVYWSNTK6PPVI2AULD}

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

AI4EOSC: a Federated Cloud Platform for Artificial Intelligence in Scientific Research

Receipt and verification

First computed	2026-07-05T10:05:52.635030Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f1f6d8371757169366af3df54681458c1b2a09882fce83ce30436f890b230ad

Aliases

arxiv: 2501.15949 · arxiv_version: 2501.15949v1 · doi: 10.48550/arxiv.2501.15949 · pith_short_12: R4PW3A3ROVYW · pith_short_16: R4PW3A3ROVYWSNTK · pith_short_8: R4PW3A3R

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/R4PW3A3ROVYWSNTK6PPVI2AULD \
  | 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: 8f1f6d8371757169366af3df54681458c1b2a09882fce83ce30436f890b230ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4884dc5a7573a6aa9c4e9e80552fce57b9c04d74329200cc83329e0230030ffb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-27T10:55:22Z",
    "title_canon_sha256": "2bef491e7f1641e944b93dd450832557d00f254bf6829e7bb91a23fe72d2ea19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15949",
    "kind": "arxiv",
    "version": 1
  }
}