Pith Number

pith:YC6BI2ZG

pith:2024:YC6BI2ZG3WJ5P3YYJUSVC2CLNN

not attested not anchored not stored refs pending

Geographical Node Clustering and Grouping to Guarantee Data IIDness in Federated Learning

Changhee Joo, Hyoil Kim, Minkwon Lee

arxiv:2410.15693 v1 · 2024-10-21 · cs.AI · 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{YC6BI2ZG3WJ5P3YYJUSVC2CLNN}

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	2026-07-05T09:23:23.161445Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0bc146b26dd93d7ef184d2551684b6b6ccd9e61433748ce27dfff96aa2bc986

Aliases

arxiv: 2410.15693 · arxiv_version: 2410.15693v1 · doi: 10.48550/arxiv.2410.15693 · pith_short_12: YC6BI2ZG3WJ5 · pith_short_16: YC6BI2ZG3WJ5P3YY · pith_short_8: YC6BI2ZG

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/YC6BI2ZG3WJ5P3YYJUSVC2CLNN \
  | 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: c0bc146b26dd93d7ef184d2551684b6b6ccd9e61433748ce27dfff96aa2bc986

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0bba204503e83b585a1d06cd5c9a05ea0b6a103ed77dccdd4c4d6958c931031a",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-21T07:03:15Z",
    "title_canon_sha256": "7338eaa600677bbc5774057d23e8f37e2d56dee06492dffc3da15f579e0c44bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15693",
    "kind": "arxiv",
    "version": 1
  }
}