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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.
Forget training data: a new training-free method, STALL, leverages spatial-temporal likelihoods to detect AI-generated videos with state-of-the-art accuracy.
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.
InfoNCE, the workhorse of contrastive learning, secretly forces your representations to be Gaussian.
