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README.md

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 # Reducio-VAE Model Card
 
 <!-- Provide a quick summary of what the model is/does. -->
-This model is a 3D VAE that encodes video into a compact latent space conditioned on a content frame. It compresses a video by a factor of \\($$\frac{T}{4}\times\frac{H}{32}\times\frac{W}{32}$$\\), enabling $4096\times$ downsampling.
+This model is a 3D VAE that encodes video into a compact latent space conditioned on a content frame. It compresses a video by a factor of \\(\frac{T}{4}\times\frac{H}{32}\times\frac{W}{32}\\), enabling $4096\times$ downsampling.
 It is part of the [Reducio-DiT](https://arxiv.org/abs/xxxx), which is a video generation method. Codebase available [here](https://github.com/microsoft/Reducio-VAE).