Pith Number

pith:7NJFGVYI

pith:2024:7NJFGVYIBEWRGIF34WT6URZU45

not attested not anchored not stored refs pending

Deep Graph Anomaly Detection: A Survey and New Perspectives

Bo An, Charu Aggarwal, Guansong Pang, Hanghang Tong, Hezhe Qiao, Irwin King

arxiv:2409.09957 v2 · 2024-09-16 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7NJFGVYIBEWRGIF34WT6URZU45}

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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

4 papers in Pith

BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks

Learning Feature Encoder with Synthetic Anomalies for Weakly Supervised Graph Anomaly Detection

When Normality Shifts: Risk-Aware Test-Time Adaptation for Unsupervised Tabular Anomaly Detection

NK-GAD: Neighbor Knowledge-Enhanced Unsupervised Graph Anomaly Detection

Receipt and verification

First computed	2026-07-05T11:23:18.212168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb52535708092d1320bbe5a7ea4734e75c887f0e1b15ff06c38b0cd5d72713a4

Aliases

arxiv: 2409.09957 · arxiv_version: 2409.09957v2 · doi: 10.48550/arxiv.2409.09957 · pith_short_12: 7NJFGVYIBEWR · pith_short_16: 7NJFGVYIBEWRGIF3 · pith_short_8: 7NJFGVYI

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/7NJFGVYIBEWRGIF34WT6URZU45 \
  | 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: fb52535708092d1320bbe5a7ea4734e75c887f0e1b15ff06c38b0cd5d72713a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0aa4ab0c730abcd664e6db60396eb141f29ce40d12a1cbff9d83abed9acb9cef",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-16T03:05:11Z",
    "title_canon_sha256": "570690748f02a02120cc569e412b6137d5ae12b1bd3318886bf3d609823c6f7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.09957",
    "kind": "arxiv",
    "version": 2
  }
}