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Glimpses from my CVPR tutorial on Discrete Diffusion.

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Subham Sahoo

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24,842 次观看 • 4 个月前 •via X (Twitter)

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Continuous diffusion had a good run—now it’s time for Discrete diffusion! Introducing Anchored Posterior Sampling (APS) APS outperforms discrete and continuous baselines in terms of performance & scaling on inverse problems, stylization, and text-guided editing.
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Continuous diffusion had a good run—now it’s time for Discrete diffusion! Introducing Anchored Posterior Sampling (APS) APS outperforms discrete and continuous baselines in terms of performance & scaling on inverse problems, stylization, and text-guided editing.

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damn,.... this is so incredibly cool use case for discrete diffusion model
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damn,.... this is so incredibly cool use case for discrete diffusion model

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Masked diffusion is a discrete analog of continuous diffusion. Continuous diffusion gradually adds Gaussian noise, then learns to reverse that process to recover data. Masked diffusion instead progressively replaces tokens with a mask token, then learns to fill them back in.
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