@article{diffusiononceanddonedegradationawarelora, title = {Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration}, author = {Ni Tang and Xiaotong Luo and Zihan Cheng and Liangtai Zhou and Dongxiao Zhang and Yanyun Qu}, year = {2025}, eprint = {2508.03373}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.03373}, }