@article{beyondartifactsrealcentricenvelopemodeli, title = {Beyond Artifacts: Real-Centric Envelope Modeling for Reliable AI-Generated Image Detection}, author = {Ruiqi Liu and Yi Han and Zhengbo Zhang and Liwei Yao and Zhiyuan Yan and Jialiang Shen and ZhiJin Chen and Boyi Sun and Lubin Weng and Jing Dong and Yan Wang and Shu Wu}, year = {2025}, eprint = {2512.20937}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.20937}, }