Adding a degree-normalized Aggregation Buffer block to a frozen pretrained GNN and training it with DropEdge improves node-classification accuracy and robustness on 12 benchmarks.
Simple and deep graph convolutional networks
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Aggregation Buffer: Revisiting DropEdge with a New Parameter Block
Adding a degree-normalized Aggregation Buffer block to a frozen pretrained GNN and training it with DropEdge improves node-classification accuracy and robustness on 12 benchmarks.