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Generalizability of Adversarial Robustness Under Distribution Shifts


Sep 29, 2022
Kumail Alhamoud, Hasan Abed Al Kader Hammoud, Motasem Alfarra, Bernard Ghanem


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Certified Robustness in Federated Learning


Jun 06, 2022
Motasem Alfarra, Juan C. Pérez, Egor Shulgin, Peter Richtárik, Bernard Ghanem

* 17 pages, 10 figures. Code available at https://github.com/MotasemAlfarra/federated-learning-with-pytorch 

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3DeformRS: Certifying Spatial Deformations on Point Clouds


Apr 12, 2022
Gabriel PĂ©rez S., Juan C. PĂ©rez, Motasem Alfarra, Silvio Giancola, Bernard Ghanem

* Accepted at CVPR 2022 

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Towards Assessing and Characterizing the Semantic Robustness of Face Recognition


Feb 10, 2022
Juan C. Pérez, Motasem Alfarra, Ali Thabet, Pablo Arbeláez, Bernard Ghanem

* 26 pages, 18 figures 

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On the Robustness of Quality Measures for GANs


Jan 31, 2022
Motasem Alfarra, Juan C. PĂ©rez, Anna FrĂĽhstĂĽck, Philip H. S. Torr, Peter Wonka, Bernard Ghanem

* 20 pages, 16 figures, 5 tables 

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Enhancing Adversarial Robustness via Test-time Transformation Ensembling


Jul 29, 2021
Juan C. Pérez, Motasem Alfarra, Guillaume Jeanneret, Laura Rueda, Ali Thabet, Bernard Ghanem, Pablo Arbeláez


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ANCER: Anisotropic Certification via Sample-wise Volume Maximization


Jul 20, 2021
Francisco Eiras, Motasem Alfarra, M. Pawan Kumar, Philip H. S. Torr, Puneet K. Dokania, Bernard Ghanem, Adel Bibi

* First two authors and the last one contributed equally to this work 

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DeformRS: Certifying Input Deformations with Randomized Smoothing


Jul 02, 2021
Motasem Alfarra, Adel Bibi, Naeemullah Khan, Philip H. S. Torr, Bernard Ghanem

* First two authors contributed equally to this work 

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Combating Adversaries with Anti-Adversaries


Mar 26, 2021
Motasem Alfarra, Juan C. PĂ©rez, Ali Thabet, Adel Bibi, Philip H. S. Torr, Bernard Ghanem

* 15 pages, 5 figures, 7 tables 

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