CRAF: Cross-View Residual-Aware Fusion for Deepfake Speech Detection
CRAF, a cross-view residual-aware fusion framework that uses ALLM-guided cross-view attention to enrich SSL representations and adopts ALLM as a high-level reference to separate ALLM-explainable information from complementary SSL residual information, demonstrates robustness to unseen spoofing attacks.