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Many Internet of Things (IoT) devices have voice user interfaces (VUIs). One of the most popular VUIs is Amazon's Alexa, which supports more than 47,000 third-party applications ("skills"). We study how Alexa's integration of these skills…

Human-Computer Interaction · Computer Science 2019-11-01 David J. Major , Danny Yuxing Huang , Marshini Chetty , Nick Feamster

Automatic speech recognition (ASR) models are prevalent, particularly in applications for voice navigation and voice control of domestic appliances. The computational core of ASRs are deep neural networks (DNNs) that have been shown to be…

Sound · Computer Science 2022-04-13 Xiaoliang Wu , Ajitha Rajan

The advancements in generative AI have enabled the improvement of audio synthesis models, including text-to-speech and voice conversion. This raises concerns about its potential misuse in social manipulation and political interference, as…

Cryptography and Security · Computer Science 2024-09-12 Hong-Hanh Nguyen-Le , Van-Tuan Tran , Dinh-Thuc Nguyen , Nhien-An Le-Khac

Recent developments in large speech foundation models like Whisper have led to their widespread use in many automatic speech recognition (ASR) applications. These systems incorporate `special tokens' in their vocabulary, such as…

Computation and Language · Computer Science 2024-07-18 Vyas Raina , Rao Ma , Charles McGhee , Kate Knill , Mark Gales

Pattern lock has been widely used for authentication to protect user privacy on mobile devices (e.g., smartphones and tablets). Given its pervasive usage, the compromise of pattern lock could lead to serious consequences. Several attacks…

Signal Processing · Electrical Eng. & Systems 2018-10-15 Man Zhou , Qian Wang , Jingxiao Yang , Qi Li , Feng Xiao , Zhibo Wang , Xiaofeng Chen

Speaker recognition is a popular topic in biometric authentication and many deep learning approaches have achieved extraordinary performances. However, it has been shown in both image and speech applications that deep neural networks are…

Sound · Computer Science 2020-05-25 Qing Wang , Pengcheng Guo , Lei Xie

Acoustic eavesdropping is a privacy risk, but existing attacks rarely work in real outdoor situations where people make phone calls on the move. We present SuperEar, the first portable system that uses acoustic metamaterials to reliably…

Sound · Computer Science 2026-01-19 Zhiyuan Ning , Zhanyong Tang , Juan He , Weizhi Meng , Yuntian Chen , Ji Zhang , Zheng Wang

With the rapid advancement and adoption of Audio Large Language Models (ALLMs), voice agents are now being deployed in high-stakes domains such as banking, customer service, and IT support. However, their vulnerabilities to adversarial…

Cryptography and Security · Computer Science 2026-02-10 Xiang Li , Pin-Yu Chen , Wenqi Wei

Many households include children who use voice personal assistants (VPA) such as Amazon Alexa. Children benefit from the rich functionalities of VPAs and third-party apps but are also exposed to new risks in the VPA ecosystem. In this…

Multiagent Systems · Computer Science 2022-10-13 Tu Le , Danny Yuxing Huang , Noah Apthorpe , Yuan Tian

Robust speaker recognition, including in the presence of malicious attacks, is becoming increasingly important and essential, especially due to the proliferation of several smart speakers and personal agents that interact with an…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-19 Arindam Jati , Chin-Cheng Hsu , Monisankha Pal , Raghuveer Peri , Wael AbdAlmageed , Shrikanth Narayanan

Acoustic data transmission offers a compelling alternative to Bluetooth and NFC by leveraging the ubiquitous speakers and microphones in smartphones and IoT devices. However, most research in this field relies on simulations or limited…

Networking and Internet Architecture · Computer Science 2026-02-03 Florentin Putz , Philipp Fortmann , Jan Frank , Christoph Haugwitz , Mario Kupnik , Matthias Hollick

The emergence of voice-assistant devices ushers in delightful user experiences not just on the smart home front, but also in diverse educational environments from classrooms to personalized-learning/tutoring. However, the use of voice as an…

Audio and Speech Processing · Electrical Eng. & Systems 2021-04-23 Mohammad Niknazar , Aditya Vempaty , Ravi Kokku

With the proliferation of Internet-of-Things devices, acoustic sensing attracts much attention in recent years. It exploits acoustic transceivers such as microphones and speakers beyond their primary functions, namely recording and playing,…

Sound · Computer Science 2021-08-13 Chao Cai , Rong Zheng , Jun Luo

Adversarial audio attacks can be considered as a small perturbation unperceptive to human ears that is intentionally added to the audio signal and causes a machine learning model to make mistakes. This poses a security concern about the…

Machine Learning · Computer Science 2019-11-26 Mohammad Esmaeilpour , Patrick Cardinal , Alessandro Lameiras Koerich

The growing use of voice user interfaces has led to a surge in the collection and storage of speech data. While data collection allows for the development of efficient tools powering most speech services, it also poses serious privacy…

Cryptography and Security · Computer Science 2024-03-04 Pierre Champion

Voice Assistants (VAs) such as Amazon Alexa or Google Assistant rely on wake-word detection to respond to people's commands, which could potentially be vulnerable to audio adversarial examples. In this work, we target our attack on the…

Cryptography and Security · Computer Science 2019-12-09 Juncheng B. Li , Shuhui Qu , Xinjian Li , Joseph Szurley , J. Zico Kolter , Florian Metze

Voice Recognition Systems (VRSs) employ deep learning for speech recognition and speaker recognition. They have been widely deployed in various real-world applications, from intelligent voice assistance to telephony surveillance and…

Cryptography and Security · Computer Science 2023-07-26 Baochen Yan , Jiahe Lan , Zheng Yan

Speech and speaker recognition systems are employed in a variety of applications, from personal assistants to telephony surveillance and biometric authentication. The wide deployment of these systems has been made possible by the improved…

Cryptography and Security · Computer Science 2020-07-22 Hadi Abdullah , Kevin Warren , Vincent Bindschaedler , Nicolas Papernot , Patrick Traynor

Adversarial attacks against commercial black-box speech platforms, including cloud speech APIs and voice control devices, have received little attention until recent years. The current "black-box" attacks all heavily rely on the knowledge…

Cryptography and Security · Computer Science 2021-12-01 Baolin Zheng , Peipei Jiang , Qian Wang , Qi Li , Chao Shen , Cong Wang , Yunjie Ge , Qingyang Teng , Shenyi Zhang

Previous research about sensor based attacks on Android platform focused mainly on accessing or controlling over sensitive device components, such as camera, microphone and GPS. These approaches get data from sensors directly and need…

Cryptography and Security · Computer Science 2014-07-21 Wenrui Diao , Xiangyu Liu , Zhe Zhou , Kehuan Zhang
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