MSGNN: a spectral graph neural network based on a novel magnetic signed Laplacian

Signed and directed networks are ubiquitous in real-world applications. However, there has been relatively little work proposing spectral graph neural networks (GNNs) for such networks. Here we introduce a signed directed Laplacian matrix, which we call the magnetic signed Laplacian, as a natural ge...

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Bibliographic Details
Main Authors: He, Y, Permultter, M, Reinert, G, Cucuringu, M
Format: Conference item
Language:English
Published: Journal of Machine Learning Research 2022