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With recent advances in autonomous driving, Voice Control Systems have become increasingly adopted as human-vehicle interaction methods. This technology enables drivers to use voice commands to control the vehicle and will be soon available…

Machine Learning · Computer Science 2021-12-03 Jiwei Guan , Xi Zheng , Chen Wang , Yipeng Zhou , Alireza Jolfa

The common sense reasoning abilities and vast general knowledge of Large Language Models (LLMs) make them a natural fit for interpreting user requests in a Smart Home assistant context. LLMs, however, lack specific knowledge about the user…

Artificial Intelligence · Computer Science 2024-01-22 Dmitriy Rivkin , Francois Hogan , Amal Feriani , Abhisek Konar , Adam Sigal , Steve Liu , Greg Dudek

Fake audio detection is expected to become an important research area in the field of smart speakers such as Google Home, Amazon Echo and chatbots developed for these platforms. This paper presents replay attack vulnerability of…

Cryptography and Security · Computer Science 2019-04-16 Khalid Mahmood Malik , Hafiz Malik , Roland Baumann

Voice assistants are deployed widely and provide useful functionality. However, recent work has shown that commercial systems like Amazon Alexa and Google Home are vulnerable to voice-based confusion attacks that exploit design issues. We…

Cryptography and Security · Computer Science 2022-12-20 Ashish Hooda , Matthew Wallace , Kushal Jhunjhunwalla , Earlence Fernandes , Kassem Fawaz

This paper presents a novel attack on voice-controlled digital assistants using nonsensical word sequences. We present the results of experimental work which demonstrates that it is possible for malicious actors to gain covert access to a…

Cryptography and Security · Computer Science 2018-08-07 Mary K. Bispham , Ioannis Agrafiotis , Michael Goldsmith

Voice Personal Assistants (VPA) have become a common household appliance. As one of the leading platforms for VPA technology, Amazon created Alexa and designed Amazon Kids for children to safely enjoy the rich functionalities of VPA and for…

Human-Computer Interaction · Computer Science 2023-03-27 Peiyi Yang , Jie Fan , Zice Wei , Haoqian Li , Tu Le , Yuan Tian

Voice assistant applications have become omniscient nowadays. Two models that provide the two most important functions for real-life applications (i.e., Google Home, Amazon Alexa, Siri, etc.) are Automatic Speech Recognition (ASR) models…

Cryptography and Security · Computer Science 2023-04-20 Jingjin Li , Chao chen , Lei Pan , Mostafa Rahimi Azghadi , Hossein Ghodosi , Jun Zhang

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…

Computers and Society · Computer Science 2023-02-28 Ranya Aloufi , Hamed Haddadi , David Boyle

Large Language Models (LLMs) have showcased remarkable generalizability in language comprehension and hold significant potential to revolutionize human-computer interaction in smart homes. Existing LLM-based smart home assistants typically…

Cryptography and Security · Computer Science 2025-07-15 Xinyu Huang , Leming Shen , Zijing Ma , Yuanqing Zheng

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

The widespread adoption of voice-activated systems has modified routine human-machine interaction but has also introduced new vulnerabilities. This paper investigates the susceptibility of automatic speech recognition (ASR) algorithms in…

Cryptography and Security · Computer Science 2024-04-09 Forrest McKee , David Noever

With the release of Amazon Alexa and the first Amazon Echo device, the company revolutionised the smart home. It allowed their users to communicate with, and control, their smart home ecosystem purely using voice commands. However, this…

Cryptography and Security · Computer Science 2020-07-28 Clemens Krueger , Sean McKeown

In contemporary society, voice-controlled devices, such as smartphones and home assistants, have become pervasive due to their advanced capabilities and functionality. The always-on nature of their microphones offers users the convenience…

Cryptography and Security · Computer Science 2023-09-27 Yuchen Liu , Apu Kapadia , Donald Williamson

This paper explores the application of artificial intelligence techniques in audio and voice processing, focusing on the integration of wake words and speaker recognition for secure access in embedded systems. With the growing prevalence of…

We propose a new class of signal injection attacks on microphones by physically converting light to sound. We show how an attacker can inject arbitrary audio signals to a target microphone by aiming an amplitude-modulated light at the…

Cryptography and Security · Computer Science 2020-06-23 Takeshi Sugawara , Benjamin Cyr , Sara Rampazzi , Daniel Genkin , Kevin Fu

The rapid evolution of Artificial Intelligence (AI)-based Virtual Assistants (VAs) e.g., Google Gemini, ChatGPT, Microsoft Copilot, and High-Flyer Deepseek has turned them into convenient interfaces for managing emerging technologies such…

Artificial Intelligence · Computer Science 2025-05-13 Jennifer Mondragon , Carlos Rubio-Medrano , Gael Cruz , Dvijesh Shastri

This study investigates a primary inaudible attack vector on Amazon Alexa voice services using near ultrasound trojans and focuses on characterizing the attack surface and examining the practical implications of issuing inaudible voice…

Cryptography and Security · Computer Science 2023-05-24 Forrest McKee , David Noever

Voice assistants like Amazon's Alexa, Google's Assistant, or Apple's Siri, have become the primary (voice) interface in smart speakers that can be found in millions of households. For privacy reasons, these speakers analyze every sound in…

Cryptography and Security · Computer Science 2020-08-04 Lea Schönherr , Maximilian Golla , Thorsten Eisenhofer , Jan Wiele , Dorothea Kolossa , Thorsten Holz

Since being launched in 2014, Alexa, Amazon's versatile cloud-based voice service, is now active in over 100 million households worldwide. Alexa's user-friendly, personalized vocal experience offers customers a more natural way of…

Cryptography and Security · Computer Science 2021-02-24 Yanyan Li , Sara Kim , Eric Sy

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