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stat.ML2022★ 1 cited
Exact Spectral Norm Regularization for Neural Networks
Anton Johansson, Claes Strannegård, Niklas Engsner +1
We pursue a line of research that seeks to regularize the spectral norm of the Jacobian of the input-output mapping for deep neural networks. While previous work rely on upper boun…
stat.ML2021
Slope and generalization properties of neural networks
Anton Johansson, Niklas Engsner, Claes Strannegård +1
Neural networks are very successful tools in for example advanced classification. From a statistical point of view, fitting a neural network may be seen as a kind of regression, wh…