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Voice interfaces are becoming accepted widely as input methods for a diverse set of devices. This development is driven by rapid improvements in automatic speech recognition (ASR), which now performs on par with human listening in many…

Cryptography and Security · Computer Science 2018-10-31 Lea Schönherr , Katharina Kohls , Steffen Zeiler , Thorsten Holz , Dorothea Kolossa

Speech enabled foundation models, either in the form of flexible speech recognition based systems or audio-prompted large language models (LLMs), are becoming increasingly popular. One of the interesting aspects of these models is their…

Sound · Computer Science 2024-10-14 Vyas Raina , Mark Gales

A number of studies have successfully developed speaker verification or presentation attack detection systems. However, studies integrating the two tasks remain in the preliminary stages. In this paper, we propose two approaches for…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-29 Hye-jin Shim , Jee-weon Jung , Ju-ho Kim , Seung-bin Kim , Ha-Jin Yu

Deep neural networks (DNNs) have been widely and successfully adopted and deployed in various applications of speech recognition. Recently, a few works revealed that these models are vulnerable to backdoor attacks, where the adversaries can…

Sound · Computer Science 2023-07-18 Hanbo Cai , Pengcheng Zhang , Hai Dong , Yan Xiao , Stefanos Koffas , Yiming Li

Audio CAPTCHAs are supposed to provide a strong defense for online resources; however, advances in speech-to-text mechanisms have rendered these defenses ineffective. Audio CAPTCHAs cannot simply be abandoned, as they are specifically named…

Machine Learning as a Service (MLaaS) has gained popularity due to advancements in Deep Neural Networks (DNNs). However, untrusted third-party platforms have raised concerns about AI security, particularly in backdoor attacks. Recent…

Cryptography and Security · Computer Science 2024-03-12 Zhe Ye , Diqun Yan , Li Dong , Kailai Shen

The radical advances in telecommunications and computer science have enabled a myriad of applications and novel seamless interaction with computing interfaces. Voice Assistants (VAs) have become a norm for smartphones, and millions of VAs…

Cryptography and Security · Computer Science 2023-02-22 Domna Bilika , Nikoletta Michopoulou , Efthimios Alepis , Constantinos Patsakis

Recent years have seen a surge in the popularity of acoustics-enabled personal devices powered by machine learning. Yet, machine learning has proven to be vulnerable to adversarial examples. A large number of modern systems protect…

Machine Learning · Computer Science 2023-05-30 Shimaa Ahmed , Yash Wani , Ali Shahin Shamsabadi , Mohammad Yaghini , Ilia Shumailov , Nicolas Papernot , Kassem Fawaz

With the development of hardware and algorithms, ASR(Automatic Speech Recognition) systems evolve a lot. As The models get simpler, the difficulty of development and deployment become easier, ASR systems are getting closer to our life. On…

Sound · Computer Science 2022-08-05 Xiao Zhang , Hao Tan , Xuan Huang , Denghui Zhang , Keke Tang , Zhaoquan Gu

Advances in deep learning have enabled the widespread deployment of speaker recognition systems (SRSs), yet they remain vulnerable to score-based impersonation attacks. Existing attacks that operate directly on raw waveforms require a large…

Cryptography and Security · Computer Science 2026-03-04 Chanwoo Hwang , Sunpill Kim , Yong Kiam Tan , Tianchi Liu , Seunghun Paik , Dongsoo Kim , Mondal Soumik , Khin Mi Mi Aung , Jae Hong Seo

Speaker verification is a task of confirming an individual's identity through the analysis of their voice. Whispered speech differs from phonated speech in acoustic characteristics, which degrades the performance of speaker verification…

Sound · Computer Science 2026-05-08 Magdalena Gołębiowska , Piotr Syga

Thanks to advancements in deep learning, speech generation systems now power a variety of real-world applications, such as text-to-speech for individuals with speech disorders, voice chatbots in call centers, cross-linguistic speech…

With recent developments in deep learning, the ubiquity of micro-phones and the rise in online services via personal devices, acoustic side channel attacks present a greater threat to keyboards than ever. This paper presents a practical…

Cryptography and Security · Computer Science 2023-08-03 Joshua Harrison , Ehsan Toreini , Maryam Mehrnezhad

Voice deepfake attacks, which artificially impersonate human speech for malicious purposes, have emerged as a severe threat. Existing defenses typically inject noise into human speech to compromise voice encoders in speech synthesis models.…

Sound · Computer Science 2025-08-26 Yuanda Wang , Bocheng Chen , Hanqing Guo , Guangjing Wang , Weikang Ding , Qiben Yan

Speech-driven large language models (LLMs) are increasingly accessed through speech interfaces, introducing new security risks via open acoustic channels. We present Sirens' Whisper (SWhisper), the first practical framework for covert…

Cryptography and Security · Computer Science 2026-03-17 Zijian Ling , Pingyi Hu , Xiuyong Gao , Xiaojing Ma , Man Zhou , Jun Feng , Songfeng Lu , Dongmei Zhang , Bin Benjamin Zhu

Large language models play a crucial role in modern natural language processing technologies. However, their extensive use also introduces potential security risks, such as the possibility of black-box attacks. These attacks can embed…

Computation and Language · Computer Science 2025-02-25 Daniil Khomsky , Narek Maloyan , Bulat Nutfullin

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,…

Sound · Computer Science 2024-08-27 Zhenyu Wang , John H. L. Hansen

Recent advances in text-to-speech technologies have enabled realistic voice generation, fueling audio-based deepfake attacks such as fraud and impersonation. While audio anti-spoofing systems are critical for detecting such threats, prior…

Machine Learning · Computer Science 2025-05-26 Binh Nguyen , Shuji Shi , Ryan Ofman , Thai Le

The Automatic Speaker Verification (ASV) system is vulnerable to fraudulent activities using audio deepfakes, also known as logical-access voice spoofing attacks. These deepfakes pose a concerning threat to voice biometrics due to recent…

Sound · Computer Science 2023-10-09 Awais Khan , Khalid Mahmood Malik

Automatic speaker verification (ASV) systems in practice are greatly vulnerable to spoofing attacks. The latest voice conversion technologies are able to produce perceptually natural sounding speech that mimics any target speakers. However,…

Audio and Speech Processing · Electrical Eng. & Systems 2019-10-30 Xiaohai Tian , Rohan Kumar Das , Haizhou Li
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