@article{enhancingdiffusionmodelstabilityforimage, title = {Enhancing Diffusion Model Stability for Image Restoration via Gradient Management}, author = {Hongjie Wu and Mingqin Zhang and Linchao He and Ji-Zhe Zhou and Jiancheng Lv}, year = {2025}, eprint = {2507.06656}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.06656}, }