Category text generation receives considerable attentions since it is beneficial for various natural language processing tasks. Recently, the generative adversarial network (GAN) has attained promising performance in generation, attributed to its training process. However, there are several issues GANs, including discreteness, instability, mode collapse, lack of diversity and controllability et...