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Technion -Israel Institute of Technology
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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.
InfoNCE, the workhorse of contrastive learning, secretly forces your representations to be Gaussian.