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arXiv stat.ML · Papers

Sparse Covariance Neural Networks

arXiv:2410.01669v3 Announce Type: replace-cross Abstract: Covariance Neural Networks (VNNs) perform graph convolutions on the covariance matrix of input data to leverage correlation information as pairwise connections. They have achieved success in a multitude of applications such as neuroscience, financial forecasting