@article{paretoenhancedportraitgenerationvisional, title = {Pareto-Enhanced Portrait Generation: Vision-Aligned Text Supervision for Alignment, Realism, and Aesthetics}, author = {Yunlong Wang and Jinjin Shi and Wenbin Gao and Xuran Xu and Runyu Shi and Ying Huang}, year = {2026}, eprint = {2605.20640}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.20640}, }