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Andong Li, Xiaodong Li, and Chengshi Zheng are with the Key Laboratory of Noise and Vibration Research, Institute of Acoustics, Chinese Academy of Sciences, Beijing, 100190, China, and also with University of Chinese Academy of Sciences, Beijing, 100049, China. (Email: liandong@mail.ioa.ac.cn, lxd@mail.ioa.ac.cn, cszheng@mail.ioa.ac.cn) Zhihang Sun is with School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China. Tong Lei, Rilin Chen and Dong Yu are with Tencent AI Lab. Corresponding author: Chengshi Zheng
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Range-Null Space Decomposition offers a surprisingly effective and scalable approach to neural vocoders, outperforming existing methods while using a lightweight network structure.