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05/31/2023
Is Rewiring Actually Helpful in Graph Neural Networks?
Graph neural networks compute node representations by performing multipl...
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05/14/2023
Addressing Heterophily in Node Classification with Graph Echo State Networks
Node classification tasks on graphs are addressed via fully-trained deep...
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12/13/2022
Leave Graphs Alone: Addressing Over-Squashing without Rewiring
Recent works have investigated the role of graph bottlenecks in preventi...
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10/27/2022
Beyond Homophily with Graph Echo State Networks
Graph Echo State Networks (GESN) have already demonstrated their efficac...
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10/16/2021