CRLGSDASApr 19, 2023

Security and Privacy Problems in Voice Assistant Applications: A Survey

Tencent
arXiv:2304.09486v146 citationsh-index: 41
Originality Synthesis-oriented
AI Analysis

It addresses security and privacy issues that cause economic losses and endanger user information for developers and users of voice assistants, but it is incremental as it synthesizes existing research.

This survey paper tackles the problem of security and privacy threats in voice assistant applications, such as Google Home and Amazon Alexa, by categorizing and assessing five types of security attacks and three types of privacy threats based on research from top-tier conferences.

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 and Speaker Identification (SI) models. According to recent studies, security and privacy threats have also emerged with the rapid development of the Internet of Things (IoT). The security issues researched include attack techniques toward machine learning models and other hardware components widely used in voice assistant applications. The privacy issues include technical-wise information stealing and policy-wise privacy breaches. The voice assistant application takes a steadily growing market share every year, but their privacy and security issues never stopped causing huge economic losses and endangering users' personal sensitive information. Thus, it is important to have a comprehensive survey to outline the categorization of the current research regarding the security and privacy problems of voice assistant applications. This paper concludes and assesses five kinds of security attacks and three types of privacy threats in the papers published in the top-tier conferences of cyber security and voice domain.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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