Pith Number

pith:AWE7NNTK

pith:2025:AWE7NNTKLNJXNC3ZUJGI5GSPX3

not attested not anchored not stored refs pending

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning

Alberto Huertas Celdr\'an, Chao Feng, Enrique Tom\'as Mart\'inez Beltr\'an, G\'er\^ome Bovet, Gregorio Mart\'inez P\'erez, Pedro Miguel S\'anchez S\'anchez

arxiv:2501.19279 v1 · 2025-01-31 · cs.LG · 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{AWE7NNTKLNJXNC3ZUJGI5GSPX3}

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	2026-07-05T10:07:58.800275Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0589f6b66a5b53768b79a24c8e9a4fbefe3c7841da9d206da9978bd6cf5f50b4

Aliases

arxiv: 2501.19279 · arxiv_version: 2501.19279v1 · doi: 10.48550/arxiv.2501.19279 · pith_short_12: AWE7NNTKLNJX · pith_short_16: AWE7NNTKLNJXNC3Z · pith_short_8: AWE7NNTK

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/AWE7NNTKLNJXNC3ZUJGI5GSPX3 \
  | 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: 0589f6b66a5b53768b79a24c8e9a4fbefe3c7841da9d206da9978bd6cf5f50b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d89e40a7b3a58b31b45bf6457a11932053960d250d4a918e9a518e00d250da8c",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T16:43:02Z",
    "title_canon_sha256": "4bdf99169edc80212fbf344320fb576e917deba378bdcdcdcb36ddc239c33169"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19279",
    "kind": "arxiv",
    "version": 1
  }
}