GLAD: Global-Local Adaptive Detector for Robust Speech Deepfake Detection
This paper proposes the Global-Local Adaptive Detector (GLAD), a Hierarchical Global-Local backbone that explicitly bridges the granularity gap by fusing global linguistic and acoustic features with fine-grained local signal details and introduces SaniBoost, a composite data augmentation strategy for robust signal stan...