Pith Number

pith:5SLKSOBE

pith:2023:5SLKSOBEQLGVNPGPXUFDQIIMH5

not attested not anchored not stored refs pending

Transaction Fraud Detection via Spatial-Temporal-Aware Graph Transformer

Guanjun Liu, Yue Tian

arxiv:2307.05121 v1 · 2023-07-11 · cs.LG · q-fin.GN

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5SLKSOBEQLGVNPGPXUFDQIIMH5}

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

1 paper in Pith

Graph-Based Financial Fraud Detection with Calibrated Risk Scoring and Structural Regularization

Receipt and verification

First computed	2026-07-05T06:29:26.723744Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec96a9382482cd56bccfbd0a38210c3f7bd6109d6aadedcdb472c78c15916d39

Aliases

arxiv: 2307.05121 · arxiv_version: 2307.05121v1 · doi: 10.48550/arxiv.2307.05121 · pith_short_12: 5SLKSOBEQLGV · pith_short_16: 5SLKSOBEQLGVNPGP · pith_short_8: 5SLKSOBE

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/5SLKSOBEQLGVNPGPXUFDQIIMH5 \
  | 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: ec96a9382482cd56bccfbd0a38210c3f7bd6109d6aadedcdb472c78c15916d39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0fc40c2419293edd7403a7660a76e12af1c85c6ab099a71651aca35ab23184ba",
    "cross_cats_sorted": [
      "q-fin.GN"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-11T08:56:53Z",
    "title_canon_sha256": "bf15f98a7aabcf2c3f9e1b609fb1877984bc2d42aa90c1b9c8a7292d4eadd5fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.05121",
    "kind": "arxiv",
    "version": 1
  }
}