RoGA proposes a SAM-style optimization with per-domain gradient alignment for deepfake detection, but the paper's empirical support is undermined by misreported numbers and target-domain hyperparameter tuning.
Deepfake detection: Current challenges and next steps,
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RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment
RoGA proposes a SAM-style optimization with per-domain gradient alignment for deepfake detection, but the paper's empirical support is undermined by misreported numbers and target-domain hyperparameter tuning.