@article{scaleseparatedconditioningforstyleencode, title = {Scale-Separated Conditioning for Style-Encoder-Free Diffusion Stylization}, author = {Jingtao Zhang and Haorui Gao and Youqing Liang and Zeming Liu}, year = {2026}, eprint = {2608.19719}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.19719}, }