Identifies sensitivity as the source of both discriminability and vulnerability in FC classifiers versus robustness in l2 classifiers, and introduces HPM prototype fusion plus MSA evaluation to improve adversarial robustness.
Adaptive prototypical networks.arXiv preprint arXiv:2211.12479, 2022
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Sensitivity as a Double-Edged Sword: A Trade-off Between Discriminability and Adversarial Robustness
Identifies sensitivity as the source of both discriminability and vulnerability in FC classifiers versus robustness in l2 classifiers, and introduces HPM prototype fusion plus MSA evaluation to improve adversarial robustness.