3 papers
cs.CV2026
Closed-Loop Triplet Synergistic Generation for Long-Form Video
Xinlei Yin, Xiulian Peng, Xiao Li +2
Multi-shot long-form video generation remains challenging due to identity drift and compounding inconsistencies across shots. While storyboard-driven pipelines improve controllabil…
cs.CV2026
Hierarchical Long Video Understanding with Audiovisual Entity Cohesion and Agentic Search
Xinlei Yin, Xiulian Peng, Xiao Li +2
Long video understanding presents significant challenges for vision-language models due to extremely long context windows. Existing solutions relying on naive chunking strategies w…
cs.SD2025
Text-Queried Audio Source Separation via Hierarchical Modeling
Xinlei Yin, Xiulian Peng, Xue Jiang +2
Target audio source separation with natural language queries presents a promising paradigm for extracting arbitrary audio events through arbitrary text descriptions. Existing metho…