Şeref Sağıroğlu

A System-Level Analysis of Cross-Domain Generalization Failure in Audio Deepfake Detection

Audio deepfake detectors often report high accuracy on individual benchmarks, yet their reliability under domain shift remains largely untested. This study presents a system-level analysis of cross-domain generalization failure, evaluating five hybrid architectures (CNN–LSTM, TCN, TCN–LSTM, Conformer, and TCM-Conformer...