@article{singlestepdiffusionbasedvideocodingwiths, title = {Single-step Diffusion-based Video Coding with Semantic-Temporal Guidance}, author = {Naifu Xue and Zhaoyang Jia and Jiahao Li and Bin Li and Zihan Zheng and Yuan Zhang and Yan Lu}, year = {2025}, eprint = {2512.07480}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.07480}, }