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An SMT-Based Approach for Verifying Binarized Neural Networks

Deep learning has emerged as an effective approach for creating modern software systems, with neural networks often surpassing hand-crafted systems. Unfortunately, neural networks are known to suffer from various safety and security issues. Formal verification is a promising avenue for tackling this...

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Detalles Bibliográficos
Autores principales: Amir, Guy, Wu, Haoze, Barrett, Clark, Katz, Guy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7984573/
http://dx.doi.org/10.1007/978-3-030-72013-1_11