Janne Laakkonen

GENERALIZABLE SPEECH DEEPFAKE DETECTION VIA META-LEARNED LORA

Reliable detection of speech deepfakes (spoofs) must remain effective when the distribution of spoofing attacks shifts. We frame the task as domain generalization and show that inserting Low-Rank Adaptation (LoRA) adapters into every attention head of a self-supervised (SSL) backbone, then training…