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The document presents a novel approach to voice biometric protection through Hierarchical Disentanglement with Adaptive Privacy-Preserving Voice Conversion (HD-APVC), addressing limitations in current speaker anonymization techniques. HD-APVC utilizes dynamic pseudo-speaker generation and adaptive privacy control to enhance speech intelligibility while maintaining privacy across multiple languages. Extensive experiments demonstrate its superior performance compared to existing methods, highlighting its pote

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953622106088
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