Pith Number

pith:MJFMSIHU

pith:2025:MJFMSIHUQW4DOUS2O6EPE5NPAN

not attested not anchored not stored refs pending

Application of Deep Generative Models for Anomaly Detection in Complex Financial Transactions

Hanrui Feng, Jianhua Yao, Qiuwu Sha, Tengda Tang, Yixian Wang, Zhen Xu

arxiv:2504.15491 v1 · 2025-04-21 · 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{MJFMSIHUQW4DOUS2O6EPE5NPAN}

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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

Fraud is Not Just Rarity: A Causal Prototype Attention Approach to Realistic Synthetic Oversampling

Receipt and verification

First computed	2026-07-05T10:52:25.370688Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

624ac920f485b837525a7788f275af03425d2ac09830ef9605c8b430dbcdb365

Aliases

arxiv: 2504.15491 · arxiv_version: 2504.15491v1 · doi: 10.48550/arxiv.2504.15491 · pith_short_12: MJFMSIHUQW4D · pith_short_16: MJFMSIHUQW4DOUS2 · pith_short_8: MJFMSIHU

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/MJFMSIHUQW4DOUS2O6EPE5NPAN \
  | 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: 624ac920f485b837525a7788f275af03425d2ac09830ef9605c8b430dbcdb365

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec24b7c304a126da83c970678941f62c0484f0f978aef197b1b2b6904a9244be",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-21T23:49:10Z",
    "title_canon_sha256": "a95e59ae984584728177d4561b915dd26224d0f01c2c8830d11691e6eedf26e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15491",
    "kind": "arxiv",
    "version": 1
  }
}