Dual-Branch Knowledge Distillation for Noise-Robust Synthetic Speech Detection

Cunhang Fan

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, , Mingming Ding

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, Jianhua Tao

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, , Ruibo Fu

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, , Jiangyan Yi

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, , Zhengqi Wen, Zhao Lv

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This work is supported by the STI2030-Major Projects (No.2021ZD0201500), the National Natural Science Foundation of China (NSFC) (No.62101553, No.62201002, No.62322120), Distinguished Youth Foundation of Anhui Scientific Committee (No.2208085J05), Special Fund for Key Program of Science and Technology of Anhui Province (No.202203a07020008), Open Fund of Key Laboratory of Flight Techniques and Flight Safety, CACC (No.FZ2022KF15), the Open Research Projects of Zhejiang Lab (No.2021KH0AB06), Cloud Ginger XR-1. (Corresponding authors: Jianhua Tao; Ruibo Fu; Zhao Lv.) Cunhang Fan, Mingming Ding, and Zhao Lv are with the Anhui Province Key Laboratory of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University, Hefei 230601, China (e-mail:[email protected]; [email protected]; [email protected]). Ruibo Fu, Jiangyan Yi, and Zhengqi Wen are with the NLPR Lab, CASIA, Beijing 100190, China (e-mail: [email protected]; [email protected]; [email protected]). Jianhua Tao is with the Department of Automation, Tsinghua University Beijing National Research Center for Information Science and Technology, Tsinghua University (e-mail: [email protected]). 0000-0001-6318-8803 0000-0001-5972-2540 0000-0002-9344-6428 0000-0001-9598-1881 0000-0003-2422-4618 0000