High-Dimensional Distribution Generation Through Deep Neural Networks

Dmytro Perekrestenko, Léandre Eberhard, Helmut Bölcskei

We show that every $d$-dimensional probability distribution of bounded support can be generated through deep ReLU networks out of a $1$-dimensional uniform input distribution. What…