Pith Number

pith:GXKFT3ML

pith:2026:GXKFT3MLXLJX2PMJVFCZLPB63P

not attested not anchored not stored refs pending

Semi-asynchronous Federated Learning in Flower: Framework Extension and Performance Assessment

Blanca Caminero, Carmen Carri\'on, V\'ictor Hidalgo-Izquierdo

arxiv:2606.24230 v1 · 2026-06-23 · 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{GXKFT3MLXLJX2PMJVFCZLPB63P}

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	2026-06-24T01:14:47.183799Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35d459ed8bbad37d3d89a94595bc3edbc2111a44772e1fe3f8ae1ef2b517df02

Aliases

arxiv: 2606.24230 · arxiv_version: 2606.24230v1 · doi: 10.48550/arxiv.2606.24230 · pith_short_12: GXKFT3MLXLJX · pith_short_16: GXKFT3MLXLJX2PMJ · pith_short_8: GXKFT3ML

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/GXKFT3MLXLJX2PMJVFCZLPB63P \
  | 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: 35d459ed8bbad37d3d89a94595bc3edbc2111a44772e1fe3f8ae1ef2b517df02

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "254929345b9a6eadc2f20d5b4189c4eee3088f0717deb4ac79d7653053aead65",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2026-06-23T07:19:43Z",
    "title_canon_sha256": "aafddb4092e2907f336c3f0370b43a4962b1f8485a39262343da4592c0bf4c11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.24230",
    "kind": "arxiv",
    "version": 1
  }
}