Pith Number

pith:RMBITS63

pith:2025:RMBITS635TJ6CLGFL5DIM57M5Q

not attested not anchored not stored refs pending

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs

Bingsheng He, Bryan Hooi, Cheng Chen, Jun Hu, Yuan Li

arxiv:2507.21653 v1 · 2025-07-29 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RMBITS635TJ6CLGFL5DIM57M5Q}

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

2 papers in Pith

CAMERA: Adapting to Semantic Camouflage in Unsupervised Text-Attributed Graph Fraud Detection

LLM+Graph@VLDB'2025 Workshop Summary

Receipt and verification

First computed	2026-07-05T11:45:03.948911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b0289cbdbecd3e12cc55f468677ecec3cec4e423daa1c40d8609613e850c793

Aliases

arxiv: 2507.21653 · arxiv_version: 2507.21653v1 · doi: 10.48550/arxiv.2507.21653 · pith_short_12: RMBITS635TJ6 · pith_short_16: RMBITS635TJ6CLGF · pith_short_8: RMBITS63

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/RMBITS635TJ6CLGFL5DIM57M5Q \
  | 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: 8b0289cbdbecd3e12cc55f468677ecec3cec4e423daa1c40d8609613e850c793

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6bb9dff812ffce8b78e4811798baec18c67d315cbd7ae8bcdcec9da8605901ad",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-29T10:10:47Z",
    "title_canon_sha256": "11be648771c2d2aa7246caced54508c43b1138bd488c2ab65299bd6dce4e2e42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21653",
    "kind": "arxiv",
    "version": 1
  }
}