@article{beyondsurfaceartifactscapturingsharedlat, title = {Beyond Surface Artifacts: Capturing Shared Latent Forgery Knowledge Across Modalities}, author = {Jingtong Dou and Chuancheng Shi and Jian Wang and Fei Shen and Zhiyong Wang and Tat-Seng Chua}, year = {2026}, eprint = {2604.07763}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.07763}, }