Pith. sign in
Pith Number

pith:URJ36WTA

pith:2023:URJ36WTAGHYVGC6SYER5X4QKTR
not attested not anchored not stored refs pending

GRANDE: a neural model over directed multigraphs with application to anti-money laundering

Boqun Ma, Hong Jin, Ruofan Wu, Tianyi Zhang, Weiqiang Wang, Wenlong Zhao

arxiv:2302.02101 v1 · 2023-02-04 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{URJ36WTAGHYVGC6SYER5X4QKTR}

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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 2026-07-05T05:38:48.872336Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a453bf5a6031f1530bd2c123dbf20a9c7b28e5015b355d71634ac35b4fc77cf0

Aliases

arxiv: 2302.02101 · arxiv_version: 2302.02101v1 · doi: 10.48550/arxiv.2302.02101 · pith_short_12: URJ36WTAGHYV · pith_short_16: URJ36WTAGHYVGC6S · pith_short_8: URJ36WTA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/URJ36WTAGHYVGC6SYER5X4QKTR \
  | 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: a453bf5a6031f1530bd2c123dbf20a9c7b28e5015b355d71634ac35b4fc77cf0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "bd1e305ef927d51076a487b8c5f5e126ccfc43d4edea8d7f35a57086d24314f2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-04T05:54:25Z",
    "title_canon_sha256": "9ea80c4a3c0d5ce11349fb7a68828b7f7540f68d997431e36be2e1a0bbabf682"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.02101",
    "kind": "arxiv",
    "version": 1
  }
}