Pith Number

pith:4WFP23VX

pith:2025:4WFP23VXKE6NNE4OHJTX5DAHVH

not attested not anchored not stored refs pending

Anomaly Detection in Double-entry Bookkeeping Data by Federated Learning System with Non-model Sharing Approach

Sota Mashiko, Tetsuya Sakurai, Tomoru Nakayama, Yuji Kawamata, Yukihiko Okada

arxiv:2501.12723 v2 · 2025-01-22 · 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{4WFP23VXKE6NNE4OHJTX5DAHVH}

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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

We Need to Rethink Benchmarking in Anomaly Detection

Receipt and verification

First computed	2026-07-05T11:47:17.988012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e58afd6eb7513cd6938e3a677e8c07a9d47c9efe6574b5e5794b8ae26b935feb

Aliases

arxiv: 2501.12723 · arxiv_version: 2501.12723v2 · doi: 10.48550/arxiv.2501.12723 · pith_short_12: 4WFP23VXKE6N · pith_short_16: 4WFP23VXKE6NNE4O · pith_short_8: 4WFP23VX

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/4WFP23VXKE6NNE4OHJTX5DAHVH \
  | 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: e58afd6eb7513cd6938e3a677e8c07a9d47c9efe6574b5e5794b8ae26b935feb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c0959f39b533903310811b6f0ad2c295af2ba8d0dde160c5363c188d78c5d88",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-22T08:53:12Z",
    "title_canon_sha256": "43b8808f6358dd952006ec127e9a44b699c8839ec03e7b2b3981afd6e0e9e243"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12723",
    "kind": "arxiv",
    "version": 2
  }
}