Pith Number

pith:ZZALKAGK

pith:2025:ZZALKAGKIXF3UQEMGARMBDEA7O

not attested not anchored not stored refs pending

pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data

Masoud Ghazikor, Morteza Hashemi, Zhou Ni

arxiv:2501.09822 v1 · 2025-01-16 · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZZALKAGKIXF3UQEMGARMBDEA7O}

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	2026-07-05T10:02:11.940221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce40b500ca45cbba408c3022c08c80fbb7c63c3006f7fb86c28db0d4b27bd2e7

Aliases

arxiv: 2501.09822 · arxiv_version: 2501.09822v1 · doi: 10.48550/arxiv.2501.09822 · pith_short_12: ZZALKAGKIXF3 · pith_short_16: ZZALKAGKIXF3UQEM · pith_short_8: ZZALKAGK

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/ZZALKAGKIXF3UQEMGARMBDEA7O \
  | 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: ce40b500ca45cbba408c3022c08c80fbb7c63c3006f7fb86c28db0d4b27bd2e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6eb4e623b61d7fc83c96fe40c2742ebb57be496df2761938371115f6439ac19",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-16T20:16:49Z",
    "title_canon_sha256": "0cc0a21be12fbd84293cadb61efb07bcf2f4637c09a8e6b05de496c568c8f85e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09822",
    "kind": "arxiv",
    "version": 1
  }
}