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Speaker recognition technology is applied to various tasks, from personal virtual assistants to secure access systems. However, the robustness of these systems against adversarial attacks, particularly to additive perturbations, remains a…

声音 · 计算机科学 2024-12-19 Dmitrii Korzh , Elvir Karimov , Mikhail Pautov , Oleg Y. Rogov , Ivan Oseledets

Existing privacy-preserving speech representation learning methods target a single application domain. In this paper, we present a novel framework to anonymize utterance-level speech embeddings generated by pre-trained encoders and show its…

音频与语音处理 · 电气工程与系统科学 2023-10-27 Minh Tran , Mohammad Soleymani

Using our voices to access, and interact with, online services raises concerns about the trade-offs between convenience, privacy, and security. The conflict between maintaining privacy and ensuring input authenticity has often been hindered…

计算机与社会 · 计算机科学 2023-02-28 Ranya Aloufi , Hamed Haddadi , David Boyle

Audio is a rich sensing modality that is useful for a variety of human activity recognition tasks. However, the ubiquitous nature of smartphones and smart speakers with always-on microphones has led to numerous privacy concerns and a lack…

Audio deepfake detection is an emerging active topic. A growing number of literatures have aimed to study deepfake detection algorithms and achieved effective performance, the problem of which is far from being solved. Although there are…

声音 · 计算机科学 2023-08-30 Jiangyan Yi , Chenglong Wang , Jianhua Tao , Xiaohui Zhang , Chu Yuan Zhang , Yan Zhao

Biometric systems based on brain activity have been proposed as an alternative to passwords or to complement current authentication techniques. By leveraging the unique brainwave patterns of individuals, these systems offer the possibility…

密码学与安全 · 计算机科学 2024-07-12 Avinash Kumar Chaurasia , Matin Fallahi , Thorsten Strufe , Philipp Terhörst , Patricia Arias Cabarcos

This work proposes and analyzes the use of keystroke biometrics for content de-anonymization. Fake news have become a powerful tool to manipulate public opinion, especially during major events. In particular, the massive spread of fake news…

Speech data on the Internet are proliferating exponentially because of the emergence of social media, and the sharing of such personal data raises obvious security and privacy concerns. One solution to mitigate these concerns involves…

音频与语音处理 · 电气工程与系统科学 2022-11-08 Jixun Yao , Qing Wang , Yi Lei , Pengcheng Guo , Lei Xie , Namin Wang , Jie Liu

Recently, opportunities to transmit speech data to deep learning models executed in the cloud have increased. This has led to growing concerns about speech privacy, including both speaker-specific information and the linguistic content of…

音频与语音处理 · 电气工程与系统科学 2025-09-25 Kohei Tanaka , Hitoshi Kiya , Sayaka Shiota

Mature push button tools have emerged for checking trace properties (e.g. secrecy or authentication) of security protocols. The case of indistinguishability-based privacy properties (e.g. ballot privacy or anonymity) is more complex and…

密码学与安全 · 计算机科学 2017-08-29 Véronique Cortier , Niklas Grimm , Joseph Lallemand , Matteo Maffei

Growing interest in automatic speaker verification (ASV)systems has lead to significant quality improvement of spoofing attackson them. Many research works confirm that despite the low equal er-ror rate (EER) ASV systems are still…

声音 · 计算机科学 2017-05-25 Galina Lavrentyeva , Sergey Novoselov , Konstantin Simonchik

With advances seen in deep learning, voice-based applications are burgeoning, ranging from personal assistants, affective computing, to remote disease diagnostics. As the voice contains both linguistic and para-linguistic information (e.g.,…

计算与语言 · 计算机科学 2024-06-27 Yi Zhu , Mohamed Imoussaïne-Aïkous , Carolyn Côté-Lussier , Tiago H. Falk

Recent advances in Text-To-Speech (TTS) technology have enabled synthetic speech to mimic human voices with remarkable realism, raising significant security concerns. This underscores the need for traceable TTS models-systems capable of…

音频与语音处理 · 电气工程与系统科学 2025-07-08 Yuxiang Zhao , Yunchong Xiao , Yushen Chen , Zhikang Niu , Shuai Wang , Kai Yu , Xie Chen

The development of privacy-preserving automatic speaker verification systems has been the focus of a number of studies with the intent of allowing users to authenticate themselves without risking the privacy of their voice. However, current…

音频与语音处理 · 电气工程与系统科学 2022-10-28 Francisco Teixeira , Alberto Abad , Bhiksha Raj , Isabel Trancoso

Speaker recognition (SR) is widely used in our daily life as a biometric authentication or identification mechanism. The popularity of SR brings in serious security concerns, as demonstrated by recent adversarial attacks. However, the…

音频与语音处理 · 电气工程与系统科学 2020-04-27 Guangke Chen , Sen Chen , Lingling Fan , Xiaoning Du , Zhe Zhao , Fu Song , Yang Liu

With the surge of social media, maliciously tampered public speeches, especially those from influential figures, have seriously affected social stability and public trust. Existing speech tampering detection methods remain insufficient:…

密码学与安全 · 计算机科学 2025-06-03 Lingfeng Yao , Chenpei Huang , Shengyao Wang , Junpei Xue , Hanqing Guo , Jiang Liu , Xun Chen , Miao Pan

There is a growing need to gain insight into language model capabilities that relate to sensitive topics, such as bioterrorism or cyberwarfare. However, traditional open source benchmarks are not fit for the task, due to the associated…

机器学习 · 计算机科学 2023-12-27 Paul Bricman

Voice data generated on instant messaging or social media applications contains unique user voiceprints that may be abused by malicious adversaries for identity inference or identity theft. Existing voice anonymization techniques, e.g.,…

声音 · 计算机科学 2022-10-28 Jiangyi Deng , Fei Teng , Yanjiao Chen , Xiaofu Chen , Zhaohui Wang , Wenyuan Xu

The rapid advancement of voice generation technologies has enabled the synthesis of speech that is perceptually indistinguishable from genuine human voices. While these innovations facilitate beneficial applications such as personalized…

密码学与安全 · 计算机科学 2025-07-30 Aditya Pujari , Ajita Rattani

Advances in automatic speaker verification (ASV) promote research into the formulation of spoofing detection systems for real-world applications. The performance of ASV systems can be degraded severely by multiple types of spoofing attacks,…

声音 · 计算机科学 2024-08-27 Zhenyu Wang , John H. L. Hansen