@misc{yang2026oneshotcompositionalhumanenvironmentvideo, title={ONE-SHOT: Compositional Human-Environment Video Synthesis via Spatial-Decoupled Motion Injection and Hybrid Context Integration}, author={Fengyuan Yang and Luying Huang and Jiazhi Guan and Quanwei Yang and Dongwei Pan and Jianglin Fu and Haocheng Feng and Wei He and Kaisiyuan Wang and Hang Zhou and Angela Yao}, year={2026}, eprint={2604.01043}, archivePrefix={arXiv}, primaryClass={cs.CV}, url={https://arxiv.org/abs/2604.01043}, }