Search Results for author: Guillaume Vidot

Found 2 papers, 1 papers with code

Certification of embedded systems based on Machine Learning: A survey

no code implementations14 Jun 2021 Guillaume Vidot, Christophe Gabreau, Ileana Ober, Iulian Ober

Advances in machine learning (ML) open the way to innovating functions in the avionic domain, such as navigation/surveillance assistance (e. g. vision-based navigation, obstacle sensing, virtual sensing), speechto-text applications, autonomous flight, predictive maintenance or cockpit assistance.

BIG-bench Machine Learning

A PAC-Bayes Analysis of Adversarial Robustness

1 code implementation NeurIPS 2021 Paul Viallard, Guillaume Vidot, Amaury Habrard, Emilie Morvant

We propose the first general PAC-Bayesian generalization bounds for adversarial robustness, that estimate, at test time, how much a model will be invariant to imperceptible perturbations in the input.

Adversarial Robustness Generalization Bounds +1

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