MADBench: A Benchmark for Modality-Aware Audio Deepfake Detection
MADBench is introduced, the first benchmark that treats speech and environmental audio as distinct acoustic components, enabling component-aware evaluation of audio deepfake detection across independently manipulated forgery sources and establishes a rigorous foundation for future research into robust, component-aware...