Pith Number

pith:P2SX3PHR

pith:2025:P2SX3PHRPN3WNE7CH4Z5GOUVKB

not attested not anchored not stored refs pending

Advanced Real-Time Fraud Detection Using RAG-Based LLMs

Gurjot Singh, Maninder Singh, Prabhjot Singh

arxiv:2501.15290 v1 · 2025-01-25 · cs.CR · 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{P2SX3PHRPN3WNE7CH4Z5GOUVKB}

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

LLM Harms: A Taxonomy and Discussion

Understanding Structured Financial Data with LLMs: A Case Study on Fraud Detection

Receipt and verification

First computed	2026-07-05T10:05:26.926378Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ea57dbcf17b776693e23f33d33a95505d4809f312bab86d3f1fe2e6eaa6c09e

Aliases

arxiv: 2501.15290 · arxiv_version: 2501.15290v1 · doi: 10.48550/arxiv.2501.15290 · pith_short_12: P2SX3PHRPN3W · pith_short_16: P2SX3PHRPN3WNE7C · pith_short_8: P2SX3PHR

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/P2SX3PHRPN3WNE7CH4Z5GOUVKB \
  | 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: 7ea57dbcf17b776693e23f33d33a95505d4809f312bab86d3f1fe2e6eaa6c09e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77f735a9aa564d9ae723f0d124a6e31d954ceffc601c027c337f8031b641c53d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-01-25T17:58:05Z",
    "title_canon_sha256": "446c0e8d11a74c59906cb8b2ebb1ab39ddf1ff601f9e1d56e71a513d14156f26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15290",
    "kind": "arxiv",
    "version": 1
  }
}