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@@ -37,7 +37,8 @@ The class `NoiseLoaderMixin` can serve for other methods to initialize different
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  ## Citation
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  Code adapted from [Github](https://github.com/xie-lab-ml/Golden-Noise-for-Diffusion-Models)
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- ``
 
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  @misc{zhou2024goldennoisediffusionmodels,
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  title={Golden Noise for Diffusion Models: A Learning Framework},
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  author={Zikai Zhou and Shitong Shao and Lichen Bai and Zhiqiang Xu and Bo Han and Zeke Xie},
@@ -47,4 +48,4 @@ Code adapted from [Github](https://github.com/xie-lab-ml/Golden-Noise-for-Diffus
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  primaryClass={cs.LG},
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  url={https://arxiv.org/abs/2411.09502},
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  }
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- ``
 
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  ## Citation
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  Code adapted from [Github](https://github.com/xie-lab-ml/Golden-Noise-for-Diffusion-Models)
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+
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+ ```
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  @misc{zhou2024goldennoisediffusionmodels,
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  title={Golden Noise for Diffusion Models: A Learning Framework},
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  author={Zikai Zhou and Shitong Shao and Lichen Bai and Zhiqiang Xu and Bo Han and Zeke Xie},
 
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  primaryClass={cs.LG},
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  url={https://arxiv.org/abs/2411.09502},
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  }
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+ ```