Pith Number

pith:ECZMAA2M

pith:2022:ECZMAA2MKIX3KUDQGAUKFM2C2U

not attested not anchored not stored refs pending

Challenges and Complexities in Machine Learning based Credit Card Fraud Detection

Gayan K. Kulatilleke

arxiv:2208.10943 v1 · 2022-08-20 · cs.CR · 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{ECZMAA2MKIX3KUDQGAUKFM2C2U}

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

Exploring a Hybrid Deep Learning Approach for Anomaly Detection in Mental Healthcare Provider Billing: Addressing Label Scarcity through Semi-Supervised Anomaly Detection

Receipt and verification

First computed	2026-07-05T04:50:42.236614Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20b2c0034c522fb550703028a2b342d5128d2456ae2228c999135f1c11728354

Aliases

arxiv: 2208.10943 · arxiv_version: 2208.10943v1 · doi: 10.48550/arxiv.2208.10943 · pith_short_12: ECZMAA2MKIX3 · pith_short_16: ECZMAA2MKIX3KUDQ · pith_short_8: ECZMAA2M

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/ECZMAA2MKIX3KUDQGAUKFM2C2U \
  | 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: 20b2c0034c522fb550703028a2b342d5128d2456ae2228c999135f1c11728354

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f710b31ccef14c24bf92f9015c449d3a3642387d77cd56089f3ff3f00ea9267",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-08-20T07:53:51Z",
    "title_canon_sha256": "107272c242b4b13672028462dee58d7119196a7955ff3e3606d2b9ff37b654e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.10943",
    "kind": "arxiv",
    "version": 1
  }
}