Deep models trade off minimum margin (accuracy) against average margin (robustness); a new regularizer promotes average margin while preserving Fisher consistency.
Prediction Games and Arcing Algorithms.Neural Computation, 11(7):1493–1517, 1999
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Understanding Adversarial Robustness: The Trade-off between Minimum and Average Margin
Deep models trade off minimum margin (accuracy) against average margin (robustness); a new regularizer promotes average margin while preserving Fisher consistency.