For language generation, AFAIK there is no good model that follows this architecture. For image generation, Generative Adversarial Networks are strong contenders. See for instance:<p><a href="https:&#x2F;&#x2F;github.com&#x2F;Newmu&#x2F;dcgan_code" rel="nofollow">https:&#x2F;&#x2F;github.com&#x2F;Newmu&#x2F;dcgan_code</a>