@article{whenpreferencelabelsfallshortaligningdif, title = {When Preference Labels Fall Short: Aligning Diffusion Models from Real Data}, author = {Weiyan Chen and Weijian Deng and Yao Xiao and Weijie Tu and ZiYi Dong and Ibrahim Radwan and Liang Lin and Pengxu Wei}, year = {2026}, eprint = {2605.19839}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.19839}, }