Titlebook: Engineering Dependable and Secure Machine Learning Systems; Third International Onn Shehory,Eitan Farchi,Guy Barash Conference proceedings

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https://doi.org/10.1007/978-3-030-62144-5artificial intelligence; computer networks; computer programming; computer security; computer systems; co

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978-3-030-62143-8Springer Nature Switzerland AG 2020

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Engineering Dependable and Secure Machine Learning Systems978-3-030-62144-5Series ISSN 1865-0929 Series E-ISSN 1865-0937

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Extraction of Complex DNN Models: Real Threat or Boogeyman?,ing intellectual property of ML models has emerged as an important consideration. Confidentiality of ML models can be protected by exposing them to clients only via prediction APIs. However, model extraction attacks can steal the functionality of ML models using the information leaked to clients thr