Pith Number

pith:CNXNYHAU

pith:2022:CNXNYHAUB7OFV4ZWYWOF7UZVEB

not attested not anchored not stored refs pending

HBFL: A Hierarchical Blockchain-based Federated Learning Framework for a Collaborative IoT Intrusion Detection

Marius Portmann, Mohanad Sarhan, Siamak Layeghy, Wai Weng Lo

arxiv:2204.04254 v1 · 2022-04-08 · cs.CR · 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{CNXNYHAUB7OFV4ZWYWOF7UZVEB}

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

UnifyFL: Enabling Decentralized Cross-Silo Federated Learning

Receipt and verification

First computed	2026-07-05T04:12:54.973587Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

136edc1c140fdc5af336c59c5fd33520434d8b655db6d4e9ee9bc5ea4db6f343

Aliases

arxiv: 2204.04254 · arxiv_version: 2204.04254v1 · doi: 10.48550/arxiv.2204.04254 · pith_short_12: CNXNYHAUB7OF · pith_short_16: CNXNYHAUB7OFV4ZW · pith_short_8: CNXNYHAU

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/CNXNYHAUB7OFV4ZWYWOF7UZVEB \
  | 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: 136edc1c140fdc5af336c59c5fd33520434d8b655db6d4e9ee9bc5ea4db6f343

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "538466239efbf698d395a6ef90bbad0b66b6602200f9cb38dfbb5fdbaeec76e7",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-04-08T19:06:16Z",
    "title_canon_sha256": "f673556bf42eb29debef7a74bca41f9c171cf0bad90cdc3621839b4d057d4888"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.04254",
    "kind": "arxiv",
    "version": 1
  }
}