@article{directdiscrepancyreplaydistributiondiscr, title = {Direct Discrepancy Replay: Distribution-Discrepancy Condensation and Manifold-Consistent Replay for Continual Face Forgery Detection}, author = {Tianshuo Zhang and Haoyuan Zhang and Siran Peng and Weisong Zhao and Xiangyu Zhu and Zhen Lei}, year = {2026}, eprint = {2604.12941}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.12941}, }