Pith Number

pith:6ESNKODM

pith:2018:6ESNKODMVXHTTZB3662TSCGQKQ

not attested not anchored not stored refs pending

Sequential Behavioral Data Processing Using Deep Learning and the Markov Transition Field in Online Fraud Detection

Fanglan Zheng, Ruinan Zhang, Wei Min

arxiv:1808.05329 v1 · 2018-08-16 · cs.LG · cs.IR · stat.ML

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\usepackage{pith}
\pithnumber{6ESNKODMVXHTTZB3662TSCGQKQ}

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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

1 paper in Pith

Multi-task CNN Behavioral Embedding Model For Transaction Fraud Detection

Receipt and verification

First computed	2026-05-18T00:07:57.537104Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f124d5386cadcf39e43bf7b53908d0542ea0a1a539f0443f0389348908948567

Aliases

arxiv: 1808.05329 · arxiv_version: 1808.05329v1 · doi: 10.48550/arxiv.1808.05329 · pith_short_12: 6ESNKODMVXHT · pith_short_16: 6ESNKODMVXHTTZB3 · pith_short_8: 6ESNKODM

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/6ESNKODMVXHTTZB3662TSCGQKQ \
  | 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: f124d5386cadcf39e43bf7b53908d0542ea0a1a539f0443f0389348908948567

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0149c9f1f65cb7da517bb55547e36b5c718bbdc46d2cfb59c75c4f26e9968dca",
    "cross_cats_sorted": [
      "cs.IR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-08-16T02:58:54Z",
    "title_canon_sha256": "a58f35d3ec679caa561ad8396b9e85997024c3956896c8daf661fb81a6255531"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.05329",
    "kind": "arxiv",
    "version": 1
  }
}