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Residual Error: a New Performance Measure for Adversarial Robustness


Jun 18, 2021
Hossein Aboutalebi, Mohammad Javad Shafiee, Michelle Karg, Christian Scharfenberger, Alexander Wong


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Vulnerability Under Adversarial Machine Learning: Bias or Variance?


Aug 01, 2020
Hossein Aboutalebi, Mohammad Javad Shafiee, Michelle Karg, Christian Scharfenberger, Alexander Wong

* 18 pages 

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Learn2Perturb: an End-to-end Feature Perturbation Learning to Improve Adversarial Robustness


Mar 03, 2020
Ahmadreza Jeddi, Mohammad Javad Shafiee, Michelle Karg, Christian Scharfenberger, Alexander Wong

* 13 pages, 6 figures To be published in proceedings of IEEE conference on Computer Vision and Pattern Recognition (CVPR 2020) 

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StressedNets: Efficient Feature Representations via Stress-induced Evolutionary Synthesis of Deep Neural Networks


Jan 16, 2018
Mohammad Javad Shafiee, Brendan Chwyl, Francis Li, Rongyan Chen, Michelle Karg, Christian Scharfenberger, Alexander Wong


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