Pith Number

pith:G5KT7ZAP

pith:2025:G5KT7ZAPM5NKXQO55FFUEV4RSE

not attested not anchored not stored refs pending

Addressing Noise and Stochasticity in Fraud Detection for Service Networks

Cuicui Luo, Ding Xu, Guangzhen Yao, Lei Jiang, Renda Han, Wenxin Zhang, Xiangxiang Lang, Xi Xuan

arxiv:2505.00946 v1 · 2025-05-02 · cs.LG · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G5KT7ZAPM5NKXQO55FFUEV4RSE}

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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	2026-07-05T10:57:42.308193Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37553fe40f675aabc1dde94b42579191351113b62496708226cb15682ea32fee

Aliases

arxiv: 2505.00946 · arxiv_version: 2505.00946v1 · doi: 10.48550/arxiv.2505.00946 · pith_short_12: G5KT7ZAPM5NK · pith_short_16: G5KT7ZAPM5NKXQO5 · pith_short_8: G5KT7ZAP

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/G5KT7ZAPM5NKXQO55FFUEV4RSE \
  | 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: 37553fe40f675aabc1dde94b42579191351113b62496708226cb15682ea32fee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4f5a91cfa9b01e699153c6fd945e0bdc20223f11224e558942eb54f962cf0ab",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-02T01:17:03Z",
    "title_canon_sha256": "18d74c1663c8bb2355e37a2fe803b505a1b2e2b28e95c017a27089f5713582f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.00946",
    "kind": "arxiv",
    "version": 1
  }
}