Network Moments: Extensions and Sparse-Smooth Attacks

no code implementations • 21 Jun 2020 • Modar Alfadly, Adel Bibi, Emilio Botero, Salman AlSubaihi, Bernard Ghanem

This has incited research on the reaction of DNNs to noisy input, namely developing adversarial input attacks and strategies that lead to robust DNNs to these attacks.

Expected Tight Bounds for Robust Deep Neural Network Training

no code implementations • 25 Sep 2019 • Salman AlSubaihi, Adel Bibi, Modar Alfadly, Abdullah Hamdi, Bernard Ghanem

al. that bounded input intervals can be inexpensively propagated from layer to layer through deep networks.

On Robust Learning from Noisy Labels: A Permutation Layer Approach

no code implementations • 29 Nov 2022 • Salman AlSubaihi, Mohammed Alkhrashi, Raied Aljadaany, Fahad Albalawi, Bernard Ghanem

We provide two variants of PermLL in this paper: one applies the permutation layer to the model's prediction, while the other applies it directly to the given noisy label.