no code implementations • 14 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.
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.