Pith. sign in
Pith Number

pith:XRZYS2VB

pith:2021:XRZYS2VBSIIRINHJ6NAHMIN7MH
not attested not anchored not stored refs pending

Explainable Deep Behavioral Sequence Clustering for Transaction Fraud Detection

Alok Lal, Hang Yin, Mei Li, Wei Min, Weiming Liang, Zhurong Wang

arxiv:2101.04285 v1 · 2021-01-12 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XRZYS2VBSIIRINHJ6NAHMIN7MH}

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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.
Receipt and verification
First computed 2026-07-05T02:06:23.735284Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bc73896aa192111434e9f3407621bf61e57e5863546c3773cb9277c86bceca3e

Aliases

arxiv: 2101.04285 · arxiv_version: 2101.04285v1 · doi: 10.48550/arxiv.2101.04285 · pith_short_12: XRZYS2VBSIIR · pith_short_16: XRZYS2VBSIIRINHJ · pith_short_8: XRZYS2VB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XRZYS2VBSIIRINHJ6NAHMIN7MH \
  | 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: bc73896aa192111434e9f3407621bf61e57e5863546c3773cb9277c86bceca3e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "32c2f5c8340fa40afceb502edd2397392099c2c8b6907d03d447233e5604e307",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-12T04:12:18Z",
    "title_canon_sha256": "2e973ae0053844f1296d6b7387515ebcf8ea23f23a66399645ff29965adbcac5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.04285",
    "kind": "arxiv",
    "version": 1
  }
}