Provable preimage under-approximation for neural networks

Neural network verification mainly focuses on local robustness properties, which can be checked by bounding the image (set of outputs) of a given input set. However, often it is important to know whether a given property holds globally for the input domain, and if not then for what proportion of the...

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Detaylı Bibliyografya
Asıl Yazarlar: Zhang, X, Wang, B, Kwiatkowska, M
Materyal Türü: Conference item
Dil:English
Baskı/Yayın Bilgisi: Springer 2024