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cs.LG2018★ 22 cited
Improved robustness to adversarial examples using Lipschitz regularization of the loss
Chris Finlay, Adam Oberman, Bilal Abbasi
We augment adversarial training (AT) with worst case adversarial training (WCAT) which improves adversarial robustness by 11% over the current state-of-the-art result in the $\ell_…
cs.LG2016★ 11 cited
Anomaly detection and classification for streaming data using PDEs
Bilal Abbasi, Jeff Calder, Adam M. Oberman
Nondominated sorting, also called Pareto Depth Analysis (PDA), is widely used in multi-objective optimization and has recently found important applications in multi-criteria anomal…