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Edge Pruning

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DataFunTalk
DataFunTalk
Jul 7, 2021 · Artificial Intelligence

Robust Graph Representation Learning via Neural Sparsification

NeuralSparse is a supervised graph sparsification framework that removes task-irrelevant edges to improve GNN generalization, combining a sparsification network with downstream GNN training, and demonstrates superior performance across multiple graph benchmarks compared to random edge dropping and other sparsification methods.

Edge PruningGraph RepresentationNeural Sparsification
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Robust Graph Representation Learning via Neural Sparsification