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Feature-Space Smoothing: Certified Robustness of Deep Representations

Xia, Song et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitionmachine-learning
Modern deep learning models exhibit strong capabilities across diverse applications, yet remain vulnerable to malicious inputs that induce erroneous predictions via feature-space distortion. To address that, we propose Feature-Space Smoothing (FS), a representation-level certification framework buil
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