Author

Mushui Liu

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Preprint Aug 2026

InfinityEdit: Infinite Video Editing with a Lightweight Edit-Ignition Adapter

With large pretrained models, existing methods have effectively improved instruction-based video editing. However, most of them rely on an in-place editing assumption. They align the edited video with the given source clip frame by frame over a fixed time span. This pattern fails for open-ended streams, e.g., restyling...

Yunze Tong, Mu-Shui Liu, Can-Yu Zhao et al. · 0 citations

Preprint Aug 2026

Self-OPD: On-Policy Distillation for Flow Matching Models without Teacher

Self-OPD is introduced, a teacher-free OPD framework for flow matching models that turns the student's own self-exploration into step-wise supervision and outperforms prior RL and OPD methods without task-specific teachers.

Shi-Yi Zhang, Mu-Shui Liu, Yunze Tong et al. · 0 citations

Prompt Yourself: Awakening Textual Semantics in 1D Visual Tokenizers

VLTok is a novel 1D hybrid tokenizer that unifies V isual and L anguage representations in a shared Tok en space through a self-prompted training paradigm, and achieves state-of-the-art performance in both image reconstruction and image generation.

Hualiang Wang, Siming Fu, Wei-Nan Jia et al. · 0 citations