The power exponential distribution is an elliptical distribution which can have light or heavy tails.
Beta = 1 yields a multivariate normal distribution, Beta = 0.5 the multivariate Laplace distribution and
with increasing Beta converges to a multivariate uniform distribution.
References
Oja, H. (2010), Multivariate Nonparametric Methods with R, Springer.