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Preprint Oct 2026

DualHeads: Reward-tilted few-step diffusion made simple

Distilled diffusion models generate high-quality images in a few sampling steps, but aligning them with task requirements and human preferences is difficult. Methods developed for multi-step diffusion models rely on differentiable rewards, or on score fields and stochastic trajectories that distilled generators may lac...

Yuan-Zhi Zhu, Eleftherios Tsonis, Simo Alami Chehboune et al. · 0 citations

Long Story Short: Story-level Video Understanding from 20K Short Films

This work proposes Short-Films 20K (SF20K), the largest publicly available movie dataset, and accompanies this dataset with SF20K-Test, a manual, open-ended question answering benchmark, showing that instruction tuning on the large-scale dataset substantially improves model performance.

Ridouane Ghermi, Xi Wang, Vicky Kalogeiton et al. · 11 citations · ⚡1

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