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Wan-Ning He

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#machine learning Preprint Oct 2026

RefRoute: Decoupling Conditioning Cost from References via Compact Residual Conditioning and Spatial Routing

Multi-reference image generation requires preserving the appearance of multiple subjects while composing them into a coherent scene. However, existing diffusion transformers commonly encode references as dense visual token grids and jointly process them with global attention, making conditioning increasingly expensive...

Wan-Ning He, Yu-Yao Zhang, Yu-Wing Tai · 0 citations

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