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manifold_traversal [2017/11/08 23:53]
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manifold_traversal [2018/02/15 18:31] (current)
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  In this paper, we show that the latent space operations used in the literature so far induce a distribution mismatch between the resulting outputs and the prior distribution the model was trained on. To address this, we propose to use distribution matching transport maps to ensure that such latent space operations preserve the prior distribution,​ while minimally modifying the original operation. ​  In this paper, we show that the latent space operations used in the literature so far induce a distribution mismatch between the resulting outputs and the prior distribution the model was trained on. To address this, we propose to use distribution matching transport maps to ensure that such latent space operations preserve the prior distribution,​ while minimally modifying the original operation. ​
  
 +https://​github.com/​lmcinnes/​umap UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction