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Author

Suhyun Kim

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Preprint Oct 2026

Custom Forcing: Training-Free Subject Customization for Autoregressive Video Generation

Autoregressive video models can generate minute-long videos in real time, but they produce generic subjects from text rather than specific subjects from user-provided images. Existing customization methods either require costly per-subject optimization or use pretrained conditioning networks that jointly process all vi...

Yunseung Ok, Hyunsoo Kim, Minseo Kim et al. · 0 citations
Preprint Aug 2026

Through Van Gogh's Eyes: Global Style Transfer with Diffusion Model

Global Style Guidance (GSG), which learns a residual global style offset in the intermediate feature space, or h-space, of a diffusion model under a fixed prompt, mitigates text-dependent artistic bias and achieves superior stylistic fidelity, content preservation, and output diversity compared to existing style transf...

J. Lee, Yujin Kim, Ghazanfar Ali et al. · 0 citations

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