Pith Number

pith:732FPYTF

pith:2024:732FPYTF74RVGACM737JVK5RFK

not attested not anchored not stored refs pending

Zero-shot Generalist Graph Anomaly Detection with Unified Neighborhood Prompts

Changlu Chen, Chaoxi Niu, Guansong Pang, Hezhe Qiao, Ling Chen

arxiv:2410.14886 v2 · 2024-10-18 · 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{732FPYTF74RVGACM737JVK5RFK}

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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

6 papers in Pith

PromptDyG: Test-Time Prompt Adaptation on Dynamic Graphs

Node-to-Neighborhood Semantic Consistency: Text-Topology Alignment for TAGs Anomaly Detection

Rethinking Feature Alignment in Generalist Graph Anomaly Detection: A Relational Fingerprint-based Approach

Temporal Motif-aware Graph Test-time Adaptation for OOD Blockchain Anomaly Detection

NeighborDiv: Training-free Zero-shot Generalist Graph Anomaly Detection via Neighbor Diversity

Receipt and verification

First computed	2026-07-05T11:17:36.573629Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fef457e265ff2353004cfefe9aabb12a9a75cedab60fdd0242e57b0090ad9b51

Aliases

arxiv: 2410.14886 · arxiv_version: 2410.14886v2 · doi: 10.48550/arxiv.2410.14886 · pith_short_12: 732FPYTF74RV · pith_short_16: 732FPYTF74RVGACM · pith_short_8: 732FPYTF

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/732FPYTF74RVGACM737JVK5RFK \
  | 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: fef457e265ff2353004cfefe9aabb12a9a75cedab60fdd0242e57b0090ad9b51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31f510a267208262c62b4297e6e343bdb8fd3514a33f2743f690d3ff22f82b8a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-18T22:23:59Z",
    "title_canon_sha256": "44c1e1df7dbd98d550bb63e0d2187420ffe9920e64003596fba696429020e05f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14886",
    "kind": "arxiv",
    "version": 2
  }
}