Asymptotic Spectral Representation of Linear Convolutional Layers
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DOI: 10.1109/tsp.2022.3140718
Abstract: By stacking a number of convolutional layers, convolutional neural networks (CNNs) have made remarkable performance boosts in many artificial intelligence applications. While the convolution operation is well-understood, it is still a mystery why repeated convolutions… read more here.
Keywords: upper bounds; spectral representation; representation linear; asymptotic spectral ... See more keywords