Pith Number

pith:23CFEZRS

pith:2026:23CFEZRS4XH5DMKWGRFCWCIYPX

not attested not anchored not stored refs pending

CAMERA: Adapting to Semantic Camouflage in Unsupervised Text-Attributed Graph Fraud Detection

Alan Wee-Chung Liew, Junjun Pan, Lianhua Chi, Shirui Pan, Yixin Liu, Yu Zheng

arxiv:2605.20032 v1 · 2026-05-19 · cs.LG · cs.MM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{23CFEZRS4XH5DMKWGRFCWCIYPX}

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	2026-05-20T02:05:59.602306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6c4526632e5cfd1b156344a2b09187dd8a52ddc19dde7869c6b73aa53cffc01

Aliases

arxiv: 2605.20032 · arxiv_version: 2605.20032v1 · doi: 10.48550/arxiv.2605.20032 · pith_short_12: 23CFEZRS4XH5 · pith_short_16: 23CFEZRS4XH5DMKW · pith_short_8: 23CFEZRS

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/23CFEZRS4XH5DMKWGRFCWCIYPX \
  | 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: d6c4526632e5cfd1b156344a2b09187dd8a52ddc19dde7869c6b73aa53cffc01

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0822401bba4b0e68268de18d4f2d2891c8ca16063cc29c0ea27cc28baa86989b",
    "cross_cats_sorted": [
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-19T15:54:09Z",
    "title_canon_sha256": "cd6cd58800f4d563b8ece27cac87c724ff9e376aff58c387aa52e21d089eccd7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.20032",
    "kind": "arxiv",
    "version": 1
  }
}