Author

Ting-Ting Gao

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Preprint Sep 2026

Joint Alignment and Distillation for Video Generation via Sample-Guided Distribution Matching

DM-Align is introduced, which derives a complementary gradient direction to guide the model toward human-preferred samples, and eliminates the need for multi-step reward evaluation and complex ODE-SDE conversions inherent in traditional RL.

Jiu-Zhou Lin, Jun-Long Wu, Feilong Zuo et al. · 1 citation

Preprint Aug 2026

TextRefine: Improving Textual Fidelity, Spatial Placement, and Glyph Rendering for Text Editing in Product Posters

Extensive experiments on both insertion and replacement demonstrate that TextRefine consistently outperforms the evaluated image editing baselines in textual fidelity, placement reliability, and glyph quality while better preserving source-image content.

Hong-Lie Wang, Jia Sun, Zi-Jun Li et al. · 1 citation