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Olivier deVel

2 accepted papers

2021

Improving Ensemble Robustness by Collaboratively Promoting and Demoting Adversarial Robustness

AAAI 2021technical

Ensemble-based Adversarial Training is a principled approach to achieve robustness against adversarial attacks. An important technicality of this approach is to control the transferability of adversarial examples between ensemble members. We propose in this work a simple, but effective strategy to c…

2020

Improving Adversarial Robustness by Enforcing Local and Global Compactness

ECCV 2020poster

The fact that deep neural networks are susceptible to crafted perturbations severely impacts the use of deep learning in certain domains of application. Among many developed defense models against such attacks, adversarial training emerges as the most successful method that consistently resists a wi…