Pith Number

pith:GNOOCZPZ

pith:2024:GNOOCZPZMKWNGGHJOS4TGEZSB3

not attested not anchored not stored refs pending

TPFL: Tsetlin-Personalized Federated Learning with Confidence-Based Clustering

Ezat Valipour, Laya Aliahmadipour, Rasoul Jafari Gohari

arxiv:2409.10392 v4 · 2024-09-16 · cs.DC · 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{GNOOCZPZMKWNGGHJOS4TGEZSB3}

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	2026-07-05T09:39:26.778667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

335ce165f962acd318e974b93313320ed52e923449ef5fa2fa38fe8ddbee35c2

Aliases

arxiv: 2409.10392 · arxiv_version: 2409.10392v4 · doi: 10.48550/arxiv.2409.10392 · pith_short_12: GNOOCZPZMKWN · pith_short_16: GNOOCZPZMKWNGGHJ · pith_short_8: GNOOCZPZ

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/GNOOCZPZMKWNGGHJOS4TGEZSB3 \
  | 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: 335ce165f962acd318e974b93313320ed52e923449ef5fa2fa38fe8ddbee35c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a51610e1ab9de01a392876636fc589d6c97215652b5cc889551ec9494128721",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-09-16T15:27:35Z",
    "title_canon_sha256": "f473af56707a5b4951fc76269fc7afdf52f57e510231a0f60250259005577384"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.10392",
    "kind": "arxiv",
    "version": 4
  }
}