Generalized entanglement entropies of quantum designs

The entanglement properties of random quantum states or dynamics are important to the study of a broad spectrum of disciplines of physics, ranging from quantum information to condensed matter to high energy. Ensembles of quantum states or unitaries that reproduce the first $\alpha$ moments of completely random states or unitary channels (drawn from the Haar measure) are called $\alpha$-designs. Entropic functions of the $\alpha$-th power of a density operator are called $\alpha$-entropies (e.g.~R\'enyi and Tsallis). We reveal strong connections between the orders of designs and generalized (in particular R\'enyi) entropies, by showing that the R\'enyi-$\alpha$ entanglement entropies averaged over (approximate) $\alpha$-designs are generically almost maximal. Moreover, we find that the min entanglement entropies become maximal for designs of an order logarithmic in the dimension of the system, which implies that they are indistinguishable from uniformly random by the entanglement spectrum. Our results relate the complexity of scrambling to the degree of randomness by R\'enyi entanglement entropy.