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Image Credit: Arxiv

Simple yet Effective Node Property Prediction on Edge Streams under Distribution Shifts

  • The problem of predicting node properties in graphs has gained attention for its applications.
  • Temporal graph neural networks (TGNNs) have been developed to handle dynamic node properties.
  • SPLASH is a simple yet powerful method proposed to predict node properties on edge streams under distribution shifts.
  • SPLASH improves the effectiveness of TGNNs with feature augmentation methods and an automatic feature selection method.

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