@article{whendeepfakedetectionmeetsgraphneuralnet, title = {When Deepfake Detection Meets Graph Neural Network:a Unified and Lightweight Learning Framework}, author = {Haoyu Liu and Chaoyu Gong and Mengke He and Jiate Li and Kai Han and Siqiang Luo}, year = {2025}, eprint = {2508.05526}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.05526}, }