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Token shuffling may seem to enhance privacy in ViTs, but it fails to prevent substantial information leakage during feature inversion attacks.
Adversarial decoys can effectively misdirect attention-based defenses, revealing that attention magnitude is not a reliable indicator of adversarial relevance.