How Meta-Learning Shapes LoRA Adapter Geometry in Speech Deepfake Detection

Ivan Kukanov, Janne Laakkonen, Ville Hautamäki

Meta-learning for domain generalization (MLDG) improves out-of-distribution speech deepfake detection over empirical risk minimization (ERM) when both objectives train low-rank ada…