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Combating Adversaries with Anti-Adversaries

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Motasem Alfarra, Juan C. Pérez, Ali Thabet, Adel Bibi, Philip H.S. Torr, Bernard Ghanem

ClusTR: Clustering Training for Robustness

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Motasem Alfarra, Juan C. Pérez, Adel Bibi, Ali Thabet, Pablo Arbeláez, Bernard Ghanem

Expected Tight Bounds for Robust Deep Neural Network Training

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Salman Alsubaihi, Adel Bibi, Modar Alfadly, Abdullah Hamdi, Bernard Ghanem

Gabor Layers Enhance Network Robustness

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Juan C. Pérez, Motasem Alfarra, Guillaume Jeanneret, Adel Bibi, Ali Thabet, Bernard Ghanem, Pablo Arbeláez

A Stochastic Derivative Free Optimization Method with Momentum

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Eduard Gorbunov, Adel Bibi, Ozan Sener, El Houcine Bergou, Peter Richtarik

A Stochastic Derivative-Free Optimization Method with Importance Sampling: Theory and Learning to Control

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Adel Bibi, El Houcine Bergou, Ozan Sener, Bernard Ghanem, Peter Richtarik

Deep Layers as Stochastic Solvers

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Adel Bibi, Bernard Ghanem, Vladlen Koltun, Rene Ranftl

Local Color Mapping Combined with Color Transfer for Underwater Image Enhancement

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Rafał Protasiuk, Adel Bibi, Bernard Ghanem

TrackingNet: A Large-Scale Dataset and Benchmark for Object Tracking in the Wild

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Matthias Müller, Adel Bibi, Silvio Giancola, Salman Alsubaihi, Bernard Ghanem

Analytic Expressions for Probabilistic Moments of PL-DNN with Gaussian Input

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Adel Bibi, Modar Alfadly, Bernard Ghanem