Author

James Martens

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#machine learning Preprint Oct 2026

Should We Skip Diffusion?

Diffusion models learn semantic representations while generating images. In the Decoupled Diffusion Transformer (DDT), a condition encoder provides features that guide a velocity decoder in denoising. To enable effective denoising at all noise levels, these features must capture both high-level abstract structures and...

Yi-Ping Ji, James Martens, Simon Lucey · 0 citations