@article{improvingdeepfakedetectionwithreinforcem, title = {Improving Deepfake Detection with Reinforcement Learning-Based Adaptive Data Augmentation}, author = {Yuxuan Zhou and Tao Yu and Wen Huang and Yuheng Zhang and Tao Dai and Shu-Tao Xia}, year = {2025}, eprint = {2511.07051}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.07051}, }