Pith Number

pith:KH4B6QYV

pith:2023:KH4B6QYVMXCUPSBOUKDMESH7SE

not attested not anchored not stored refs pending

On the Convergence of Decentralized Federated Learning Under Imperfect Information Sharing

Abolfazl Hashemi, Antesh Upadhyay, Stanislaw H /.Zak, Vishnu Pandi Chellapandi

arxiv:2303.10695 v1 · 2023-03-19 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KH4B6QYVMXCUPSBOUKDMESH7SE}

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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	2026-07-05T05:52:35.454583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51f81f431565c547c82ea286c248ff913dde80b24e6ccdfdfcfb2fd6398f1f2a

Aliases

arxiv: 2303.10695 · arxiv_version: 2303.10695v1 · doi: 10.48550/arxiv.2303.10695 · pith_short_12: KH4B6QYVMXCU · pith_short_16: KH4B6QYVMXCUPSBO · pith_short_8: KH4B6QYV

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/KH4B6QYVMXCUPSBOUKDMESH7SE \
  | 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: 51f81f431565c547c82ea286c248ff913dde80b24e6ccdfdfcfb2fd6398f1f2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a2076f805968625709d943b405de2f960cf9286a9ecad6c3bc2d89b9bcaeb44",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-19T15:58:04Z",
    "title_canon_sha256": "5bf688049bf28cd6ee8d8b0ec18a3975365022aaeddf0abd2c6e84f7aa301bdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.10695",
    "kind": "arxiv",
    "version": 1
  }
}