Search Results for author: Waleed Mustafa

Found 3 papers, 0 papers with code

Fine-grained Generalization Analysis of Structured Output Prediction

no code implementations31 May 2021 Waleed Mustafa, Yunwen Lei, Antoine Ledent, Marius Kloft

Existing generalization analysis implies generalization bounds with at least a square-root dependency on the cardinality $d$ of the label set, which can be vacuous in practice.

Generalization Bounds speech-recognition +1

Input Hessian Regularization of Neural Networks

no code implementations14 Sep 2020 Waleed Mustafa, Robert A. Vandermeulen, Marius Kloft

Regularizing the input gradient has shown to be effective in promoting the robustness of neural networks.

Adversarial Attack

Norm-based generalisation bounds for multi-class convolutional neural networks

no code implementations29 May 2019 Antoine Ledent, Waleed Mustafa, Yunwen Lei, Marius Kloft

This holds even when formulating the bounds in terms of the $L^2$-norm of the weight matrices, where previous bounds exhibit at least a square-root dependence on the number of classes.

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