@inproceedings{yang2026sipo, title={SIPO: Stabilized and Improved Preference Optimization for Aligning Diffusion Models}, author={Yang, Xiaomeng and Yang, Mengping and Wang, Junyan and Zhou, Zhijian and Tan, Zhiyu and Li, Hao}, booktitle={International Conference on Machine Learning}, year={2026}, url={https://openreview.net/forum?id=06upBSlAUy} }