Engineering Dependable and Secure Machine Learning Systems

Third International Workshop, EDSMLS 2020, New York City, NY, USA, February 7, 2020, Revised Selected Papers

AvOnn Shehory,Eitan Farchi

Häftad, Engelska, 2020

Del 1272 i serien Communications in Computer and Information Science

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Beskrivning

This book constitutes the revised selected papers of the Third International Workshop on Engineering Dependable and Secure Machine Learning Systems, EDSMLS 2020, held in New York City, NY, USA, in February 2020.

Produktinformation

Utgivningsdatum:2020-11-08
Mått:155 x 235 x 9 mm
Vikt:242 g
Format:Häftad
Språk:Engelska
Serie:Communications in Computer and Information Science
Antal sidor:141
Förlag:Springer Nature Switzerland AG
ISBN:9783030621438

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Innehållsförteckning

Quality Management of Deep Learning Systems.- Can Attention Masks Improve Adversarial Robustness?.- Learner-Independent Data Omission Attacks.- Extraction of Complex DNN Models: Real Threat or Boogeyman?.- Principal Component Properties of Adversarial Samples.- FreaAI: Automated extraction of data slices to test machine learning models.- Density estimation in representation space to predict model uncertainty.- Automated detection of drift in deep learning based classifiers using network embedding.- Quality of syntactic implication of RL-based sentence summarization.- Dependable Neural Networks for Safety Critical Tasks.