Pith Number

pith:UDHLLUWN

pith:2022:UDHLLUWNWCI2JNPJBJRVWRRXPJ

not attested not anchored not stored refs pending

Warmup and Transfer Knowledge-Based Federated Learning Approach for IoT Continuous Authentication

Azzam Mourad, Chamseddine Talhi, Hakima Ould-Slimane, Mohamad Wazzeh, Mohsen Guizani

arxiv:2211.05662 v1 · 2022-11-10 · cs.LG · cs.AI · cs.CR · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UDHLLUWNWCI2JNPJBJRVWRRXPJ}

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	2026-07-05T05:15:06.645382Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0ceb5d2cdb091a4b5e90a635b46377a52ccecea2a7058c98bbd0b021ba5de98

Aliases

arxiv: 2211.05662 · arxiv_version: 2211.05662v1 · doi: 10.48550/arxiv.2211.05662 · pith_short_12: UDHLLUWNWCI2 · pith_short_16: UDHLLUWNWCI2JNPJ · pith_short_8: UDHLLUWN

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/UDHLLUWNWCI2JNPJBJRVWRRXPJ \
  | 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: a0ceb5d2cdb091a4b5e90a635b46377a52ccecea2a7058c98bbd0b021ba5de98

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "257f8a6a686d2335c67c05198827e997e24edeaf20fb617a1b184534c2221f93",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-10T15:51:04Z",
    "title_canon_sha256": "6eb843a1e7f8d0aa60a1c5824c9d4cd163c8819f5ffecb186b2482039ef02def"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.05662",
    "kind": "arxiv",
    "version": 1
  }
}