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Li Niu

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• R2M-Bench: Evaluating Revisit Memory via Relative Consistency in Interactive Video World Models
• D$^{3}$ToM: Decider-Guided Dynamic Token Merging for Accelerating Diffusion MLLMs
• RAPO++: Cross-Stage Prompt Optimization for Text-to-Video Generation via Data Alignment and Test-Time Scaling