Pith Number

pith:ZAFQO7NF

pith:2022:ZAFQO7NFMTY3TAG34CMEAGCXQF

not attested not anchored not stored refs pending

Modelling graph dynamics in fraud detection with "Attention"

Ce Zhang, Cl\'emence Lanfranchi, Mo Cheng, Shuai Zhang, Susie Xi Rao, Wei Min, Yang Zhao, Yinan Shan, Zhichao Han, Zitao Zhang

arxiv:2204.10614 v1 · 2022-04-22 · cs.LG · cs.AI · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZAFQO7NFMTY3TAG34CMEAGCXQF}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T04:16:59.111301Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c80b077da564f1b980dbe0984018578168d7b73e60d228d3f39ea9ec6b41b7e6

Aliases

arxiv: 2204.10614 · arxiv_version: 2204.10614v1 · doi: 10.48550/arxiv.2204.10614 · pith_short_12: ZAFQO7NFMTY3 · pith_short_16: ZAFQO7NFMTY3TAG3 · pith_short_8: ZAFQO7NF

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/ZAFQO7NFMTY3TAG34CMEAGCXQF \
  | 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: c80b077da564f1b980dbe0984018578168d7b73e60d228d3f39ea9ec6b41b7e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbe0eda5d9c2989d34dc0be1dabba79cd54bf6e4bacfa628499008d445b22c3d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-22T10:17:21Z",
    "title_canon_sha256": "56e17f50c5395be4736ba3de72e0c1bdb7968433f4d27f8c4adf1fe39245e546"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.10614",
    "kind": "arxiv",
    "version": 1
  }
}