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ConceptLipschitz constant

Lipschitz Constant

A mathematical constant measuring the upper bound on the rate of change of a function. A smaller Lipschitz constant corresponds to a smoother decision surface and is a core concept in adversarial robustness research.

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Oct 25

If a decision function has a small Lipschitz constant, small perturbations of the input will not cause drastic changes in the output; this corresponds to the smoothness of the decision surface and is one of the core concepts in adversarial robustness research.

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