Note: This content is from 2017. This post describes the theory behind the newly introduced BEGAN. As of early April 2017, the BEGAN is the state of the art when it comes to generating realistic faces.It is inspired by the EBGAN in that its discriminator is an auto-encoder.It shows fast and stable convergence even in the absence of batch norm.It automatically balances the trade-off between image d