Pith. sign in
Pith Number

pith:OCI3325O

pith:2021:OCI3325OF5U6E4PYZE2A5V3BKY
not attested not anchored not stored refs pending

Evaluating Federated Learning for Intrusion Detection in Internet of Things: Review and Challenges

Antonio Skarmeta, Aurora Gonz\'alez-Vidal, Enrique M\'armol Campos, Gianmarco Baldini, Jorge Bernal Bernabe, Jos\'e L. Hern\'andez-Ramos, Pablo Fern\'andez Saura

arxiv:2108.00974 v1 · 2021-08-02 · cs.LG · cs.CR · cs.NI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{OCI3325OF5U6E4PYZE2A5V3BKY}

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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 2026-07-05T03:02:34.627333Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7091bdebae2f69e271f8c9340ed761560907bd22fbfbf5216adc10ab013a9cb4

Aliases

arxiv: 2108.00974 · arxiv_version: 2108.00974v1 · doi: 10.48550/arxiv.2108.00974 · pith_short_12: OCI3325OF5U6 · pith_short_16: OCI3325OF5U6E4PY · pith_short_8: OCI3325O
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OCI3325OF5U6E4PYZE2A5V3BKY \
  | 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: 7091bdebae2f69e271f8c9340ed761560907bd22fbfbf5216adc10ab013a9cb4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5a063597ddcb99260e5dbcc12f8232f232019312c55c4f1e358444509250f698",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-02T15:22:05Z",
    "title_canon_sha256": "1d7fb13f447e56e8dab52d8f1c38911818f98062eb3c92b32c7357523c4bb2de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.00974",
    "kind": "arxiv",
    "version": 1
  }
}