DisCoVR learns shared and condition-specific latent representations with two reconstruction paths and an adversarial classifier, achieving stronger disentanglement than prior variational methods on synthetic, image, and single-cell data.
Mutual information neural estimation
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Variational Learning of Disentangled Representations
DisCoVR learns shared and condition-specific latent representations with two reconstruction paths and an adversarial classifier, achieving stronger disentanglement than prior variational methods on synthetic, image, and single-cell data.