Pith Number

pith:OCIIVNO7

pith:2025:OCIIVNO725OUTGXNW7CPPLQEU2

not attested not anchored not stored refs pending

Cluster-Aware Multi-Round Update for Wireless Federated Learning in Heterogeneous Environments

Abbas Jamalipour, Erwu Liu, Kanglei Yu, Pengcheng Sun, Rui Wang, Wei Ni

arxiv:2505.06268 v2 · 2025-05-06 · 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{OCIIVNO725OUTGXNW7CPPLQEU2}

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	2026-07-05T11:09:12.991561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70908ab5dfd75d499aedb7c4f7ae04a69bc3e009fe1dee18d3f10b0f07d679e4

Aliases

arxiv: 2505.06268 · arxiv_version: 2505.06268v2 · doi: 10.48550/arxiv.2505.06268 · pith_short_12: OCIIVNO725OU · pith_short_16: OCIIVNO725OUTGXN · pith_short_8: OCIIVNO7

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/OCIIVNO725OUTGXNW7CPPLQEU2 \
  | 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: 70908ab5dfd75d499aedb7c4f7ae04a69bc3e009fe1dee18d3f10b0f07d679e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53ab9916c40d994d467f28cf7ac7c9e5661d7af10accf72e5b16fdfcfe4b5fa0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-06T02:48:48Z",
    "title_canon_sha256": "b65126a36a063a2db12146a6b38cf5e9fb72279f2ee4968f660469765876759c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06268",
    "kind": "arxiv",
    "version": 2
  }
}