  We show in this paper that the VC-dimension of the family of $d$-dimensional
axis-parallel boxes and cubes on the $d$-dimensional torus are both
asymptotically $d \log_2(d)$. This is especially surprising as the VC-dimension
usually grows linearly with $d$ in similar settings.
