@article{efficientvideodiffusionmodelsadvancement, title = {Efficient Video Diffusion Models: Advancements and Challenges}, author = {Shitong Shao and Lichen Bai and Pengfei Wan and James Kwok and Zeke Xie}, year = {2026}, eprint = {2604.15911}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.15911}, }