PublicationsPapers

Consider a hypothesis class of shapes in $\mathbb R^d$. What happens to its VC dimension if we slightly expand all hypotheses in the class, with respect to some metric? It turns out that it can explode from 1 to infinity. In this paper, we show that this unfortunate phenomenon doesn’t happen if the class and the metric are definable in first-order logic with $\exp$.