Main sources of variability and non-determinism in AD software: taxonomy and prospects to handle them
Safety standards in domains like automotive and avionics seek for deterministic execution
(lack of jittery behavior) as a stepping stone to build a certification argument on the correct …
(lack of jittery behavior) as a stepping stone to build a certification argument on the correct …
Retrospective uncertainties for deep models using vine copulas
N Tagasovska, F Ozdemir… - … Conference on Artificial …, 2023 - proceedings.mlr.press
Despite the major progress of deep models as learning machines, uncertainty estimation
remains a major challenge. Existing solutions rely on modified loss functions or architectural …
remains a major challenge. Existing solutions rely on modified loss functions or architectural …
Standardizing the probabilistic sources of uncertainty for the sake of safety deep learning
A Brando, I Serra, E Mezzetti… - Proceedings of the …, 2023 - upcommons.upc.edu
Nowadays, critical functionalities are increasingly tackled by autonomous decision-making
systems, which depend on Artificial Intelligence (eg Deep Learning) models. Still, most of …
systems, which depend on Artificial Intelligence (eg Deep Learning) models. Still, most of …