Robuta

https://deepai.org/publication/lipschitz-bounded-1d-convolutional-neural-networks-using-the-cayley-transform-and-the-controllability-gramian Lipschitz-bounded 1D convolutional neural networks using the Cayley transform and the... Mar 20, 2023 - 03/20/23 - We establish a layer-wise parameterization for 1D convolutional neural networks (CNNs) with built-in end-to-end robustness guarant... convolutional neural networkscayley transformlipschitzbounded1d https://openreview.net/forum?id=Pbj8H_jEHYv Orthogonalizing Convolutional Layers with the Cayley Transform | OpenReview Recent work has highlighted several advantages of enforcing orthogonality in the weight layers of deep networks, such as maintaining the stability of... with thecayley transformlayersopenreview