An abstract domain for certifying neural networks
PACMPL, 2019.
EI
Abstract:
present a novel method for scalable and precise certification of deep neural networks. The key technical insight behind our approach is a new abstract domain which combines floating point polyhedra with intervals and is equipped with abstract transformers specifically tailored to the setting of neural networks. Concretely, we introduce n...More
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