1 code implementation • 26 Dec 2023 • Artem Betlei, Mariia Vladimirova, Mehdi Sebbar, Nicolas Urien, Thibaud Rahier, Benjamin Heymann
The effectiveness of advertising in e-commerce largely depends on the ability of merchants to bid on and win impressions for their targeted users.
1 code implementation • 28 Sep 2023 • Julyan Arbel, Konstantinos Pitas, Mariia Vladimirova, Vincent Fortuin
Neural networks have achieved remarkable performance across various problem domains, but their widespread applicability is hindered by inherent limitations such as overconfidence in predictions, lack of interpretability, and vulnerability to adversarial attacks.
no code implementations • 29 Nov 2021 • Mariia Vladimirova, Julyan Arbel, Stéphane Girard
The connection between Bayesian neural networks and Gaussian processes gained a lot of attention in the last few years, with the flagship result that hidden units converge to a Gaussian process limit when the layers width tends to infinity.
no code implementations • 6 Oct 2021 • Mariia Vladimirova, Julyan Arbel, Stéphane Girard
The connection between Bayesian neural networks and Gaussian processes gained a lot of attention in the last few years.
no code implementations • 11 Oct 2018 • Mariia Vladimirova, Jakob Verbeek, Pablo Mesejo, Julyan Arbel
We investigate deep Bayesian neural networks with Gaussian weight priors and a class of ReLU-like nonlinearities.