Robustness guarantees for Bayesian neural networks (invited extended abstract of a keynote speaker)

Bayesian neural networks (BNNs), a family of neural networks with a probability distribution placed on their weights, have the advantage of being able to reason about uncertainty in their predictions as well as data. Their deployment in safety-critical applications demands rigorous robustness guaran...

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Hlavní autor: Kwiatkowska, M
Médium: Conference item
Jazyk:English
Vydáno: Springer 2022