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Vanya Shafiq

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Conference Sep 2026

FSED: A Feature-Space Ensemble Defense for Detecting Adversarial Examples

This paper introduces a Feature-Space Ensemble Defense (FSED) framework, which involves adversarial training, joint confidence calibration, and class-conditional Mahalanobis feature-space anomaly scoring to facilitate powerful adversarial detection. The proposed method considers the final-layer uncertainty. It also mod...

Aliza Saadi, Vanya Shafiq, Aaleen Zainab et al. · 0 citations

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