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of GNNs. Some of the major ones that I will be discussing in my upcoming posts are Graph Convolutional Networks (GCNs): Utilize convolutional layers to aggregate and transform neighbor node information, enabling effective feature learning on graphs. Graph Attention Networks (GATs): Integrate