activity
20242026
most citedMitigating Unauthorized Speech Synthesis for Voice Protection

7 citations · 7 across the 7 of their papers we have counts for

collaborators

7 papers

cs.SD2026

Discrete vs. Continuous: A Comprehensive Study of Unified Audio Understanding in LALMs

Jing Peng, Zichao Nie, Zhisheng Zhang +2

Large Audio Language Models (LALMs) utilize either continuous features or discrete tokens, yet the optimal representation paradigm for general audio understanding remains debated.…

cs.SD2026

Feature-Aligned Speech Watermarking for Robustness to Reconstruction Distortions

Haiyun Li, Shuhai Peng, Zhisheng Zhang +4

Audio watermarking aims to embed identifiable information into audio while remaining imperceptible. Existing methods adopt high-fidelity, low-energy designs to preserve perceptual…

cs.SD2026

VoxCPM2 Technical Report

Yixuan Zhou, Guoyang Zeng, Xin Liu +15

We present VoxCPM2, a https://info.arxiv.org/help/prep#abstractsfully open-source multilingual and controllable speech generation foundation model that extends the hierarchical dif…

eess.AS2026

LoSATok: Low-Dimensional Semantic-Acoustic Tokenizer for Cross-Domain Audio Understanding and Generation

Zhisheng Zhang, Xiang Li, Yixuan Zhou +3

Audio tokenizers are fundamental to unifying audio understanding and generation. Understanding requires high-level semantics, while generation demands semantic and acoustic details…

cs.SD2025

SafeSpeech: Robust and Universal Voice Protection Against Malicious Speech Synthesis

Zhisheng Zhang, Derui Wang, Qianyi Yang +6

Speech synthesis technology has brought great convenience, while the widespread usage of realistic deepfake audio has triggered hazards. Malicious adversaries may unauthorizedly co…

cs.SD2024★ 7 cited

Mitigating Unauthorized Speech Synthesis for Voice Protection

Zhisheng Zhang, Qianyi Yang, Derui Wang +4

With just a few speech samples, it is possible to perfectly replicate a speaker's voice in recent years, while malicious voice exploitation (e.g., telecom fraud for illegal financi…