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The original was posted on /r/machinelearning by /u/jarkkowork on 2024-10-29 12:08:21+00:00.

The proposed method redefines the Evidence Lower Bound (ELBO) with a mixture of Gaussians for the posterior probability, introduces a regularization term to prevent variance collapse, and employs a PatchGAN discriminator to enhance texture realism. The main contribution in this work is an ELBO that reduces the collapse of the posterior towards the anterior (observed as the generation of very similar, blurry images)