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@@ -55,7 +55,7 @@ Arguments that can be set by user in `pipeline()`:
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  - `guidance_scale` [optional: default=7.5]: scale for classifier-free guidance
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  - `height`, `width` [optional: default=1024]: height and width of generated images (we recommend leaving it at 1024!)
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- Note: for generating realistic photos with SDXL, we recommend using a prompt such as `"teapot, high quality photography"`.
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  ## Citation
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@@ -65,7 +65,7 @@ Note: for generating realistic photos with SDXL, we recommend using a prompt suc
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  @article{skreta2024superposition,
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  title={The Superposition of Diffusion Models Using the It$\backslash$\^{} o Density Estimator},
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  author={Skreta, Marta and Atanackovic, Lazar and Bose, Avishek Joey and Tong, Alexander and Neklyudov, Kirill},
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- journal={arXiv preprint arXiv:2412.17762},
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- year={2024}
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  }
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  ```
 
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  - `guidance_scale` [optional: default=7.5]: scale for classifier-free guidance
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  - `height`, `width` [optional: default=1024]: height and width of generated images (we recommend leaving it at 1024!)
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+ Note: for generating realistic photos with SDXL, we recommend using prompts such as `"teapot, high quality photography"` or `"a highly realistic photo of a volcano"`.
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  ## Citation
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  @article{skreta2024superposition,
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  title={The Superposition of Diffusion Models Using the It$\backslash$\^{} o Density Estimator},
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  author={Skreta, Marta and Atanackovic, Lazar and Bose, Avishek Joey and Tong, Alexander and Neklyudov, Kirill},
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+ journal={International Conference on Learning Representations},
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+ year={2025}
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  }
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  ```