Tower robustness measures a model's expected accuracy over random perturbations within an Lp ball and comes with computable lower and upper bounds based on exact binomial tests.
In International Conference on Learning Representations
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Get Global Guarantees: On the Probabilistic Nature of Perturbation Robustness
Tower robustness measures a model's expected accuracy over random perturbations within an Lp ball and comes with computable lower and upper bounds based on exact binomial tests.