Author name: Aishwarya Fursule, Shruti Kshirsagar, Anderson R. Avila

Towards Trustworthy Audio Deepfake Detection: A Systematic Framework for Diagnosing and Mitigating Gender Bias

Aishwarya Fursule, Shruti Kshirsagar, Anderson R. Avila / May 12, 2026

arXiv:2605.09087v1 Announce Type: cross
Abstract: Audio deepfake detection systems are increasingly deployed in high-stakes security applications, yet their fairness across demographic groups remains critically underexamined. Prior work measures gende…

cs.AI, cs.SD

Gender Fairness in Audio Deepfake Detection: Performance and Disparity Analysis

Aishwarya Fursule, Shruti Kshirsagar, Anderson R. Avila / May 12, 2026

arXiv:2603.09007v2 Announce Type: replace-cross
Abstract: Audio deepfake detection aims to detect real human voices from those generated by Artificial Intelligence (AI) and has emerged as a significant problem in the field of voice biometrics systems….