@article{deepshieldfortifyingdeepfakevideodetecti, title = {DeepShield: Fortifying Deepfake Video Detection with Local and Global Forgery Analysis}, author = {Yinqi Cai and Jichang Li and Zhaolun Li and Weikai Chen and Rushi Lan and Xi Xie and Xiaonan Luo and Guanbin Li}, year = {2025}, eprint = {2510.25237}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.25237}, }