Capturing graphs with hypo-elliptic diffusions

Convolutional layers within graph neural networks operate by aggregating information about local neighbourhood structures; one common way to encode such substructures is through random walks. The distribution of these random walks evolves according to a diffusion equation defined using the graph Lap...

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Bibliographic Details
Main Authors: Toth, C, Lee, D, Hacker, C, Oberhauser, H
Format: Conference item
Language:English
Published: Curran Associates 2023