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@@ -22,9 +22,8 @@ DeciDiffusion 1.0 is an 820 million parameter text-to-image latent diffusion mod
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  ### Model Sources
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- - **Blog:** [A technical overview and comparison to Stable Diffusion 1.5](link)
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- - **Demo:** [Experience DeciDiffusion in action](link)
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- - **Notebook:** [Learn how to use the model](link)
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  ## Model Architecture
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  ### Model Sources
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+ - **Blog:** [A technical overview and comparison to Stable Diffusion 1.5](https://deci.ai/blog/decidiffusion-1-0-3x-faster-than-stable-diffusion-same-quality/)
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+ - **Demo:** [Experience DeciDiffusion in action](https://huggingface.co/spaces/Deci/DeciDiffusion-v1-0)
 
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  ## Model Architecture
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