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No Channels Left Behind: Understanding Diffusion Acceleration through Residual Gates

arXiv cs.LG ↗ · 6d ago Cached

The paper shows that diffusion training acceleration methods like REPA and dispersive regularization primarily reorganize the AdaLN-Zero residual gate α, and proposes a teacher-free radial objective that broadens gate participation to improve FID on ImageNet 256×256 with SiT-B/2.

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#adaln-zero

No Channels Left Behind: Understanding Diffusion Acceleration through Residual Gates

Hugging Face Daily Papers ↗ · 2026-10-29 Cached

该论文提出扩散Transformer的训练加速部分源于AdaLN-Zero残差门控α的重组,并引入归一化参与度比(nPR)和一种无教师的径向目标,在ImageNet 256x256上以SiT-B/2改进了FID。

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