LongVie: Multimodal-Guided Controllable Ultra-Long Video Generation Jianxiong Gao, Zhaoxi Chen, Xian Liu, JianFeng Feng, Chenyang Si†, Yanwei Fu†, Yu Qiao, Ziwei Liu† († corresponding authors) Code and model will be released.