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05/25/2023
DP-SGD Without Clipping: The Lipschitz Neural Network Way
State-of-the-art approaches for training Differentially Private (DP) Dee...
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06/14/2022
When adversarial attacks become interpretable counterfactual explanations
We argue that, when learning a 1-Lipschitz neural network with the dual ...
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08/12/2021
Existence, Stability And Scalability Of Orthogonal Convolutional Neural Networks
Imposing orthogonal transformations between layers of a neural network h...
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04/11/2021
The Many Faces of 1-Lipschitz Neural Networks
Lipschitz constrained models have been used to solve specifics deep lear...
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03/18/2021
White Paper Machine Learning in Certified Systems
Machine Learning (ML) seems to be one of the most promising solution to ...
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06/11/2020