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Attention-augmented and depthwise separable convolutional message passing for robust fraud detection in large-scale graphs

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Introduction: Graph Neural Networks (GNNs) have shown great promise in fraud detection tasks on graph-structured data. However, they struggle with challenges such as label imbalance and the presence of heterophilic neighbours, wh... ...