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Department of Excellence in Robotics and AI, Sant'Anna School of Advanced Study
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Surprisingly, even a non-robust pre-trained model can be adapted at test-time to achieve significantly better adversarial robustness than existing methods, using a novel label-free semantic anchoring technique.