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jackilion t1_j63e6ah wrote

There is no reason to assume your latent space will be smooth by itself. I remember a paper for image generation that had techniques for smoothing out the latent space that can be applied during training:

https://arxiv.org/abs/2106.09016

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It's about GANs, not autoencoders, but maybe you can find some ideas in there.

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Blutorangensaft OP t1_j654qyd wrote

Thank you for the reference, it looks very promising. I've heard of ways to smooth the latent space through Lipschitz regularisation, but then got disappointed again when I read "ah well it's just layer normalisation". So many things in ML come in a different appearance and actually mean the same thing once you implement them.

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