Pith Number

pith:LNU6UBEK

pith:2021:LNU6UBEKJE3VYAPWSMGOCUHHHA

not attested not anchored not stored refs pending

Anti-Money Laundering Alert Optimization Using Machine Learning with Graphs

Ahmad Naser Eddin, David Apar\'icio, David Polido, Jacopo Bono, Jo\~ao Tiago Ascens\~ao, Pedro Bizarro, Pedro Ribeiro

arxiv:2112.07508 v3 · 2021-12-14 · 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{LNU6UBEKJE3VYAPWSMGOCUHHHA}

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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

Extracting Money Laundering Transactions from Quasi-Temporal Graph Representation

BlazingAML: High-Throughput Anti-Money Laundering (AML) via Multi-Stage Graph Mining

Receipt and verification

First computed	2026-07-05T04:32:38.503330Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b69ea048a49375c01f6930ce150e73828c0e3185636972cd22bf7a733222760

Aliases

arxiv: 2112.07508 · arxiv_version: 2112.07508v3 · doi: 10.48550/arxiv.2112.07508 · pith_short_12: LNU6UBEKJE3V · pith_short_16: LNU6UBEKJE3VYAPW · pith_short_8: LNU6UBEK

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/LNU6UBEKJE3VYAPWSMGOCUHHHA \
  | 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: 5b69ea048a49375c01f6930ce150e73828c0e3185636972cd22bf7a733222760

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19c4247f650dedd8faf5bef31e456cf8b348ababda8a36ec455aae2a6ddda4c9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-14T16:12:30Z",
    "title_canon_sha256": "7a538ccdec199cc9a5a066de050742421e2bce6f0e4ca3a40d5de31d6dbf581a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.07508",
    "kind": "arxiv",
    "version": 3
  }
}