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ARC: A Gen...
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Arxiv

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Image Credit: Arxiv

ARC: A Generalist Graph Anomaly Detector with In-Context Learning

  • Graph anomaly detection (GAD) is a technique to identify abnormal nodes within a graph.
  • Current GAD methods require dataset-specific training, leading to high costs and limited generalizability.
  • ARC is a generalist GAD approach that can detect anomalies across various graph datasets on-the-fly.
  • ARC uses in-context learning to extract dataset-specific patterns without retraining or fine-tuning.

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