R^2M: Real-Aware Residual Model Merging for Robust and Generalizable Deepfake Detection
arXiv:2509.24367v2 Announce Type: replace Abstract: Deepfake generators evolve rapidly, making exhaustive data collection and repeated retraining impractical. Unlike generic multi-task settings, deepf