Robustness Evaluation

CLEVER Metric

Local robustness estimation score based on Lipschitz gradients, allowing evaluation of a lower bound on a model's resistance to attacks without requiring specific attacks. CLEVER (Cross Lipschitz Extreme Value for nEtwork Robustness) is particularly effective for evaluating the certifiable robustness of deep networks.

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