Pith Number

pith:44JO2ERC

pith:2025:44JO2ERCPWQCOFZMKAJOKSQAZE

not attested not anchored not stored refs pending

Advancing Personalized Federated Learning: Integrative Approaches with AI for Enhanced Privacy and Customization

Kevin Cooper, Michael Geller

arxiv:2501.18174 v1 · 2025-01-30 · cs.LG · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{44JO2ERCPWQCOFZMKAJOKSQAZE}

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

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution

Receipt and verification

First computed	2026-07-05T10:07:30.561442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e712ed12227da027172c5012e54a00c92e7dd2d2e220b6538dc5eb6d4587dc76

Aliases

arxiv: 2501.18174 · arxiv_version: 2501.18174v1 · doi: 10.48550/arxiv.2501.18174 · pith_short_12: 44JO2ERCPWQC · pith_short_16: 44JO2ERCPWQCOFZM · pith_short_8: 44JO2ERC

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/44JO2ERCPWQCOFZMKAJOKSQAZE \
  | 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: e712ed12227da027172c5012e54a00c92e7dd2d2e220b6538dc5eb6d4587dc76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a58cfb3e2be57e5c5b58f11bc860a351dec857291f54e26f0f53caf5b57e4c13",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-30T07:03:29Z",
    "title_canon_sha256": "0405d6946c16a858364be247376017e132426324612b4b1049d1ab30dc2a5eb5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.18174",
    "kind": "arxiv",
    "version": 1
  }
}