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Technion -Israel Institute of Technology
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Achieving the best spurious-mitigation performance in medical imaging, SpurCon reshapes representation geometry to enhance model reliability with minimal retraining.
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.