The generator G 1 is trained to minimize log(1−D 1 (G 1 (enc x ))).
the two-player minimax game (Goodfellow et al., 2014) with value function V (G 1 , D 1 ) is optimized as: (12) D 2 and G 2 are similar to D 1 and G 1 .