Pith Number

pith:5UATIKYI

pith:2023:5UATIKYIQBY3RK4JHXWDMPNR6G

not attested not anchored not stored refs pending

A Comparative Evaluation of FedAvg and Per-FedAvg Algorithms for Dirichlet Distributed Heterogeneous Data

Abdellatif Kobbane, Hamza Reguieg, Mohamed El Kamili, Mohammed El Hanjri

arxiv:2309.01275 v1 · 2023-09-03 · cs.LG · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5UATIKYIQBY3RK4JHXWDMPNR6G}

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.

Cited by

1 paper in Pith

FedCFA: Alleviating Simpson's Paradox in Model Aggregation with Counterfactual Federated Learning

Receipt and verification

First computed	2026-07-05T06:47:35.520215Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed01342b088071b8ab893dec363db1f183a1d21e691f8d10ebfed0c6e4962a4e

Aliases

arxiv: 2309.01275 · arxiv_version: 2309.01275v1 · doi: 10.48550/arxiv.2309.01275 · pith_short_12: 5UATIKYIQBY3 · pith_short_16: 5UATIKYIQBY3RK4J · pith_short_8: 5UATIKYI

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/5UATIKYIQBY3RK4JHXWDMPNR6G \
  | 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: ed01342b088071b8ab893dec363db1f183a1d21e691f8d10ebfed0c6e4962a4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29df17bbb8be1d13db9e9ec0e26148898e56aa4b37b434f3875de089524a5d71",
    "cross_cats_sorted": [
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-03T21:33:15Z",
    "title_canon_sha256": "3323110cfeff46268487fe034e11f593657276574d5fdc04dc75cff1d74c511e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.01275",
    "kind": "arxiv",
    "version": 1
  }
}