robustness: the property that if a testing sample is "similar" to a training sample, then the testing error is close to the training error.
similar to Algorithmic stability
See also here
Uses Lipschitz continuity
simply bounding the Lipschitz constant of the network is not enough to get a reasonable capacity control and the capacity bounds of the previous Section are not merely a consequence of bounding the Lipschitz constant.