@article{beyondbinarypreferencealigningdiffusionm, title = {Beyond Binary Preference: Aligning Diffusion Models to Fine-grained Criteria by Decoupling Attributes}, author = {Chenye Meng and Zejian Li and Zhongni Liu and Yize Li and Changle Xie and Kaixin Jia and Ling Yang and Huanghuang Deng and Shiying Ding and Shengyuan Zhang and Jiayi Li and Lingyun Sun}, year = {2026}, eprint = {2601.04300}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.04300}, }