Jiahao, H., Xiaochen, Y., Zheng, X., Tong, L., Fangyuan, L. (2026). Bi-level graph reasoning with frequency guidance and spatial constraint for AIGC-manipulation detection and localization. Journal of King Saud University - Computer and Information Sciences. https://doi.org/10.1007/s44443-026-00707-5