2 papers
cs.LG2023
p-Laplacian Transformer
Tuan Nguyen, Tam Nguyen, Vinh Nguyen +1
-Laplacian regularization, rooted in graph and image signal processing, introduces a parameter to control the regularization effect on these data. Smaller values of prom…
cs.LG2023
From Coupled Oscillators to Graph Neural Networks: Reducing Over-smoothing via a Kuramoto Model-based Approach
Tuan Nguyen, Hirotada Honda, Takashi Sano +3
We propose the Kuramoto Graph Neural Network (KuramotoGNN), a novel class of continuous-depth graph neural networks (GNNs) that employs the Kuramoto model to mitigate the over-smoo…