Search Results for author: Paul Kohler

Found 1 papers, 1 papers with code

Training robust neural networks using Lipschitz bounds

1 code implementation6 May 2020 Patricia Pauli, Anne Koch, Julian Berberich, Paul Kohler, Frank Allgöwer

More specifically, we design an optimization scheme based on the Alternating Direction Method of Multipliers that minimizes not only the training loss of an NN but also its Lipschitz constant resulting in a semidefinite programming based training procedure that promotes robustness.

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