Generalised Lipschitz Regularisation Equals Distributional Robustness

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Abstract:

The problem of adversarial examples has highlighted the need for a theory of regularisation that is general enough to apply to exotic function classes, such as universal approximators. In response, we give a very general equality result regarding the relationship between distributional robustness and regularisation, as defined with a tr...More

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