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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.
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.
