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CLIP can be harnessed to detect adversarial attacks without any prior knowledge of the attack type or underlying model, achieving state-of-the-art results in a black-box setting.
ResNet50 is shown to leak semantic attributes into its null space, while DinoViT better preserves class semantics, revealing critical differences in how these architectures handle semantic invariants.
