InkStream: Real-time GNN Inference on Streaming Graphs via Incremental Update

Dan Wu, Zhaoying Li, Tulika Mitra

Classic Graph Neural Network (GNN) inference approaches, designed for static graphs, are ill-suited for streaming graphs that evolve with time. The dynamism intrinsic to streaming…