Hainan Ren — accepted AI-conference papers

2025

Improving Generalization for AI-Synthesized Voice Detection

Hainan Ren, Li Lin, Chun-Hao Liu, Xin Wang, Shu Hu

AAAI 2025technical

AI-synthesized voice technology has the potential to create realistic human voices for beneficial applications, but it can also be misused for malicious purposes. While existing AI-synthesized voice detection models excel in intra-domain evaluation, they face challenges in generalizing across differ…

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2022

Improving Federated Learning Face Recognition via Privacy-Agnostic Clusters

Qiang Meng, Feng Zhou, Hainan Ren, Tianshu Feng, Guochao Liu, Yuanqing Lin

ICLR 2022spotlight

The growing public concerns on data privacy in face recognition can be partly relieved by the federated learning (FL) paradigm. However, conventional FL methods usually perform poorly due to the particularity of the task, \textit{i.e.}, broadcasting class centers among clients is essential for rec…

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