Pith Number

pith:EB7QTCNO

pith:2025:EB7QTCNO7QCVB5QVHFBFYLKTF6

not attested not anchored not stored refs pending

LLMs meet Federated Learning for Scalable and Secure IoT Management

Amiya Nayak, Arghavan Asad, Yazan Otoum

arxiv:2504.16032 v2 · 2025-04-22 · cs.LG · cs.AI · cs.ET

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EB7QTCNO7QCVB5QVHFBFYLKTF6}

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

Sustainable Code Generation Using Large Language Models: A Systematic Literature Review

Receipt and verification

First computed	2026-07-05T11:02:23.587711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

207f0989aefc0550f61539425c2d532f8eb5bab36bb1ff51bebfb2346aaa8233

Aliases

arxiv: 2504.16032 · arxiv_version: 2504.16032v2 · doi: 10.48550/arxiv.2504.16032 · pith_short_12: EB7QTCNO7QCV · pith_short_16: EB7QTCNO7QCVB5QV · pith_short_8: EB7QTCNO

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/EB7QTCNO7QCVB5QVHFBFYLKTF6 \
  | 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: 207f0989aefc0550f61539425c2d532f8eb5bab36bb1ff51bebfb2346aaa8233

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40973ce5e5b34d38a6c666e99a4316b54c56e0a0cace2e1d58bc4855b941b521",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.ET"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-22T16:56:59Z",
    "title_canon_sha256": "b537bd81993a67471ecd614db4e91ff88aadd967cec8ecdd6c53c8b21addcf74"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16032",
    "kind": "arxiv",
    "version": 2
  }
}