Pith Number

pith:AKY6ZSVV

pith:2025:AKY6ZSVVSJM4ADYKE3KIBUWJCJ

not attested not anchored not stored refs pending

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning

Meryem Malak Dif, Mouhamed Amine Bouchiha, Mourad Rabah, Yacine Ghamri-Doudane

arxiv:2501.04331 v1 · 2025-01-08 · cs.DC · cs.CR · cs.ET · 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{AKY6ZSVVSJM4ADYKE3KIBUWJCJ}

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	2026-07-05T09:58:33.468878Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02b1eccab59259c00f0a26d480d2c91263593003447b3faabe25ea00dbbb166e

Aliases

arxiv: 2501.04331 · arxiv_version: 2501.04331v1 · doi: 10.48550/arxiv.2501.04331 · pith_short_12: AKY6ZSVVSJM4 · pith_short_16: AKY6ZSVVSJM4ADYK · pith_short_8: AKY6ZSVV

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/AKY6ZSVVSJM4ADYKE3KIBUWJCJ \
  | 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: 02b1eccab59259c00f0a26d480d2c91263593003447b3faabe25ea00dbbb166e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9507779e7b69387810223cad111a2854c933d80ef6c2f5fc72eca4e98d5f9ea0",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.ET",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-01-08T08:05:18Z",
    "title_canon_sha256": "3096c9fea21fd972d1b00a95c47182d3d97571b182b08058bc42343628752170"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.04331",
    "kind": "arxiv",
    "version": 1
  }
}