15 citations · 37 across the 9 of their papers we have counts for
3 papers · 1 filter
Assessing the Robustness of Visual Question Answering Models
Jia-Hong Huang, Modar Alfadly, Bernard Ghanem +1
Deep neural networks have been playing an essential role in the task of Visual Question Answering (VQA). Until recently, their accuracy has been the main focus of research. Now the…
Expected Tight Bounds for Robust Training
Salman Alsubaihi, Adel Bibi, Modar Alfadly +2
Training Deep Neural Networks that are robust to norm bounded adversarial attacks remains an elusive problem. While exact and inexact verification-based methods are generally too e…
Analytical Moment Regularizer for Gaussian Robust Networks
Modar Alfadly, Adel Bibi, Bernard Ghanem
Despite the impressive performance of deep neural networks (DNNs) on numerous vision tasks, they still exhibit yet-to-understand uncouth behaviours. One puzzling behaviour is the s…