Pith Number

pith:QXWQ6XA4

pith:2025:QXWQ6XA4ZFITGJZMIKENMNETNZ

not attested not anchored not stored refs pending

Distributed Federated Learning for Vehicular Network Security: Anomaly Detection Benefits and Multi-Domain Attack Threats

Hossein Jafari, Mengran Xue, Sastry Kompella, Tugba Erpek, Utku Demir, Yalin E. Sagduyu

arxiv:2505.23706 v1 · 2025-05-29 · cs.NI · cs.AI · cs.DC · cs.IT · eess.SP · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QXWQ6XA4ZFITGJZMIKENMNETNZ}

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	2026-07-05T11:12:13.053667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85ed0f5c1cc95133272c4288d634936e4388b7125dd729a67723947295ddaaf4

Aliases

arxiv: 2505.23706 · arxiv_version: 2505.23706v1 · doi: 10.48550/arxiv.2505.23706 · pith_short_12: QXWQ6XA4ZFIT · pith_short_16: QXWQ6XA4ZFITGJZM · pith_short_8: QXWQ6XA4

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/QXWQ6XA4ZFITGJZMIKENMNETNZ \
  | 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: 85ed0f5c1cc95133272c4288d634936e4388b7125dd729a67723947295ddaaf4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fcab57f28f3fc8dde349e083bfbec49491a36f575d5e4b2d84a2a1bf3425a393",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.IT",
      "eess.SP",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-05-29T17:41:02Z",
    "title_canon_sha256": "8f156fb4655c1bdc66ac8d4558c861b3001ff846dd6d21383348356ac481a2f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23706",
    "kind": "arxiv",
    "version": 1
  }
}