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The latent representation of simulation design removing the confounding variable. A shows the latent structure learned by VAE when applying the quantile transformation, and B is the visualization of latent space when using our proposed pre-transformations. In both plots, the red triangles denote the exposed individuals, and the blue circles symbolize the non-exposed individuals
