دانلود کتاب Engineering Dependable and Secure Machine Learning Systems: Third International Workshop, EDSMLS 2020, New York City, NY, USA, February 7, 2020, Revised Selected Papers

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Front Matter ....Pages i-ix
Quality Management of Machine Learning Systems (P. Santhanam)....Pages 1-13
Can Attention Masks Improve Adversarial Robustness? (Pratik Vaishnavi, Tianji Cong, Kevin Eykholt, Atul Prakash, Amir Rahmati)....Pages 14-22
Learner-Independent Targeted Data Omission Attacks (Guy Barash, Onn Shehory, Sarit Kraus, Eitan Farchi)....Pages 23-41
Extraction of Complex DNN Models: Real Threat or Boogeyman? (Buse Gul Atli, Sebastian Szyller, Mika Juuti, Samuel Marchal, N. Asokan)....Pages 42-57
Principal Component Properties of Adversarial Samples (Malhar Jere, Sandro Herbig, Christine Lind, Farinaz Koushanfar)....Pages 58-66
FreaAI: Automated Extraction of Data Slices to Test Machine Learning Models (Samuel Ackerman, Orna Raz, Marcel Zalmanovici)....Pages 67-83
Density Estimation in Representation Space to Predict Model Uncertainty (Tiago Ramalho, Miguel Miranda)....Pages 84-96
Automated Detection of Drift in Deep Learning Based Classifiers Performance Using Network Embeddings (Parijat Dube, Eitan Farchi)....Pages 97-109
Quality of Syntactic Implication of RL-Based Sentence Summarization (Hoa T. Le, Christophe Cerisara, Claire Gardent)....Pages 110-125
Dependable Neural Networks for Safety Critical Tasks (Molly O’Brien, William Goble, Greg Hager, Julia Bukowski)....Pages 126-140
Back Matter ....Pages 141-141