Pith Number

pith:NNHSS4VJ

pith:2022:NNHSS4VJGBAATGV6FSJL2JVBAS

not attested not anchored not stored refs pending

Fraud Dataset Benchmark and Applications

Anqi Cheng, Hao Zhou, Jakub Zablocki, Jianbo Liu, Julia Xu, Justin Tittelfitz, Prince Grover, Zheng Li

arxiv:2208.14417 v3 · 2022-08-30 · cs.LG · cs.CR · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NNHSS4VJGBAATGV6FSJL2JVBAS}

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

3 papers in Pith

SAGE: An LLM-driven Self Reflective Agentic Framework for Fraud Detection

SilIF: Silhouette-Augmented Isolation Forest for Unsupervised Transaction Fraud Detection

High Performance, Low Reliability: Uncertainty Benchmarking for Tabular Foundation Models

Receipt and verification

First computed	2026-07-05T06:53:31.231469Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b4f2972a93040099abe2c92bd26a104afa5db728ae2c7eac8093b1124290170

Aliases

arxiv: 2208.14417 · arxiv_version: 2208.14417v3 · doi: 10.48550/arxiv.2208.14417 · pith_short_12: NNHSS4VJGBAA · pith_short_16: NNHSS4VJGBAATGV6 · pith_short_8: NNHSS4VJ

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/NNHSS4VJGBAATGV6FSJL2JVBAS \
  | 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: 6b4f2972a93040099abe2c92bd26a104afa5db728ae2c7eac8093b1124290170

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa97cd5006584fd75b369590ae48855b24742fb4680cf0b41a140b54b8864d4d",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-30T17:35:39Z",
    "title_canon_sha256": "b8432879bcd14edf71a4f9962d6fe152a5ddc5172fb14b795c02e8feb4f8a3d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.14417",
    "kind": "arxiv",
    "version": 3
  }
}