Mushui Liu

MetaFusion: Instance-Aware Meta-Prompting and Token Refinement for VLMs Generalization

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

InfinityEdit is proposed, a lightweight edit adapter that equips a streaming video generator with unbounded editing ability that faithfully continues the stream under each edit, and stays stable over unbounded edit sequences.

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.

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.