@article{paagentportraitawareimagerestorationagen, title = {PaAgent: Portrait-Aware Image Restoration Agent via Subjective-Objective Reinforcement Learning}, author = {Yijian Wang and Qingsen Yan and Jiantao Zhou and Duwei Dai and Wei Dong}, year = {2026}, eprint = {2603.17055}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.17055}, }