Pith Number

pith:QKZEG76C

pith:2022:QKZEG76CW7WR5Z57WC3WLK4PT7

not attested not anchored not stored refs pending

Introducing Federated Learning into Internet of Things ecosystems -- preliminary considerations

Anastasiya Danilenka, Eduardo Garro, Karolina Bogacka, Katarzyna Wasielewska-Michniewska, Lambis Tassakos, Marcin Paprzycki, Maria Ganzha

arxiv:2207.07700 v1 · 2022-07-15 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QKZEG76CW7WR5Z57WC3WLK4PT7}

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	2026-07-05T04:40:36.055022Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82b2437fc2b7ed1ee7bfb0b765ab8f9fd66091a5b27e7411ac9028a111c919f5

Aliases

arxiv: 2207.07700 · arxiv_version: 2207.07700v1 · doi: 10.48550/arxiv.2207.07700 · pith_short_12: QKZEG76CW7WR · pith_short_16: QKZEG76CW7WR5Z57 · pith_short_8: QKZEG76C

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/QKZEG76CW7WR5Z57WC3WLK4PT7 \
  | 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: 82b2437fc2b7ed1ee7bfb0b765ab8f9fd66091a5b27e7411ac9028a111c919f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19b9995a4ed9981956085327000203139e0918ceda6263ecd2456e0706f67a7c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-15T18:48:57Z",
    "title_canon_sha256": "5743a275739eec7110762879fb6924fc8aea11b9c8180c2b1eabe2810cec9ea1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.07700",
    "kind": "arxiv",
    "version": 1
  }
}