Engineering Dependable and Secure Machine Learning Systems: Third International Workshop, Edsmls 2020, New York City, Ny, Usa, February 7, 2020, Revis

ISBN-13: 9783030621438 / Angielski / Miękka / 2020 / 141 str.

Onn Shehory; Eitan Farchi; Guy Barash

Spis treści

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.