Pith Number

pith:F623JQ2R

pith:2025:F623JQ2RD3CPF3RCEFYWWDFGDA

not attested not anchored not stored refs pending

Kuramoto-FedAvg: Using Synchronization Dynamics to Improve Federated Learning Optimization under Statistical Heterogeneity

Aggrey Muhebwa, Fatima Anwar, Khalid K. Osman, Khotso Selialia

arxiv:2505.19605 v1 · 2025-05-26 · 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{F623JQ2RD3CPF3RCEFYWWDFGDA}

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	2026-07-05T11:09:33.386418Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2fb5b4c3511ec4f2ee2221716b0ca618006f87893bc6d3ef3abecc4381352e93

Aliases

arxiv: 2505.19605 · arxiv_version: 2505.19605v1 · doi: 10.48550/arxiv.2505.19605 · pith_short_12: F623JQ2RD3CP · pith_short_16: F623JQ2RD3CPF3RC · pith_short_8: F623JQ2R

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/F623JQ2RD3CPF3RCEFYWWDFGDA \
  | 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: 2fb5b4c3511ec4f2ee2221716b0ca618006f87893bc6d3ef3abecc4381352e93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0314fcb2bf3a66d82c8d3cec60925b8cc85f76e816891ca81653b8101424ed01",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-26T07:16:00Z",
    "title_canon_sha256": "c45ab21e2136989fed15ead5735c2fc31232b83af619f05dd1721d483eb1b469"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19605",
    "kind": "arxiv",
    "version": 1
  }
}