Before revision:  Our analysis is based on a new oracle inequality decomposing the estimation error into  generator and discriminator approximation error and  statistical error, which may be of independent interest.
After revision:  Our analysis is based on a new oracle inequality decomposing the estimation error into generator and discriminator approximation error and the statistical error, which may be of independent interest.