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05/22/2023
A Fractional Graph Laplacian Approach to Oversmoothing
Graph neural networks (GNNs) have shown state-of-the-art performances in...
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10/28/2022
Generalized Laplacian Positional Encoding for Graph Representation Learning
Graph neural networks (GNNs) are the primary tool for processing graph-s...
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02/01/2022
Stability and Generalization Capabilities of Message Passing Graph Neural Networks
Message passing neural networks (MPNN) have seen a steep rise in popular...
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09/21/2021