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Siqi Kou

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نسخة أولية وصول مفتوح

Residual-Stream Burden Shapes Representation Learning in Diffusion Transformers

Tongtong Liang, Siqi Kou, Ziqiao Xi وآخرون · 2026

In diffusion-based generation, a neural network can be trained to predict the clean data, the noise, or the velocity from a noisy input. These prediction targets are interconvertible and describe the same generative process, yet plain Diffusion Transformers operating on large pixel patches succeed with clean prediction …

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