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Attackers may manipulate audio with the intent of presenting falsified reports, changing an opinion of a public figure, and winning influence and power. The prevalence of inauthentic multimedia continues to rise, so it is imperative to…

Sound · Computer Science 2022-05-05 Emily R. Bartusiak , Edward J. Delp

Adversarial examples seem to be inevitable. These specifically crafted inputs allow attackers to arbitrarily manipulate machine learning systems. Even worse, they often seem harmless to human observers. In our digital society, this poses a…

Cryptography and Security · Computer Science 2021-06-04 Thorsten Eisenhofer , Lea Schönherr , Joel Frank , Lars Speckemeier , Dorothea Kolossa , Thorsten Holz

The growing adoption of voice-enabled devices (e.g., smart speakers), particularly in smart home environments, has introduced many security vulnerabilities that pose significant threats to users' privacy and safety. When multiple devices…

Cryptography and Security · Computer Science 2023-02-07 Payton Walker , Tianfang Zhang , Cong Shi , Nitesh Saxena , Yingying Chen

Modern optical mouse sensors, with their advanced precision and high responsiveness, possess an often overlooked vulnerability: they can be exploited for side-channel attacks. This paper introduces Mic-E-Mouse, the first-ever side-channel…

Cryptography and Security · Computer Science 2025-11-18 Mohamad Fakih , Rahul Dharmaji , Youssef Mahmoud , Halima Bouzidi , Mohammad Abdullah Al Faruque

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

Recent studies have demonstrated the vulnerability of Automatic Speech Recognition systems to adversarial examples, which can deceive these systems into misinterpreting input speech commands. While previous research has primarily focused on…

Sound · Computer Science 2025-11-21 Aravindhan G , Yuvaraj Govindarajulu , Parin Shah

With the huge technological advances introduced by deep learning in audio & speech processing, many novel synthetic speech techniques achieved incredible realistic results. As these methods generate realistic fake human voices, they can be…

Persuasion is a key aspect of what it means to be human, and is central to business, politics, and other endeavors. Advancements in artificial intelligence (AI) have produced AI systems that are capable of persuading humans to buy products,…

Computers and Society · Computer Science 2023-03-16 Matthew Burtell , Thomas Woodside

Modern toxic speech detectors are incompetent in recognizing disguised offensive language, such as adversarial attacks that deliberately avoid known toxic lexicons, or manifestations of implicit bias. Building a large annotated dataset for…

Computation and Language · Computer Science 2020-10-08 Xiaochuang Han , Yulia Tsvetkov

Misspelled words of the malicious kind work by changing specific keywords and are intended to thwart existing automated applications for cyber-environment control such as harassing content detection on the Internet and email spam detection.…

Computation and Language · Computer Science 2019-01-24 Hongyu Gong , Yuchen Li , Suma Bhat , Pramod Viswanath

Smart speakers and voice-based virtual assistants are core components for the success of the IoT paradigm. Unfortunately, they are vulnerable to various privacy threats exploiting machine learning to analyze the generated encrypted traffic.…

Cryptography and Security · Computer Science 2021-02-26 Andrea Ranieri , Davide Caputo , Luca Verderame , Alessio Merlo , Luca Caviglione

Voice signal classification based on human behaviours involves analyzing various aspects of speech patterns and delivery styles. In this study, a real-time dataset collection is performed where participants are instructed to speak twelve…

Sound · Computer Science 2024-07-08 Ali Raza , Faizan Younas

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

With the advancement of audio generation, generative models can produce highly realistic audios. However, the proliferation of deepfake general audio can pose negative consequences. Therefore, we propose a new task, deepfake general audio…

Sound · Computer Science 2024-06-13 Zeyu Xie , Baihan Li , Xuenan Xu , Zheng Liang , Kai Yu , Mengyue Wu

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

Many personal devices have transitioned from visual-controlled interfaces to speech-controlled interfaces to reduce device costs and interactive friction. This transition has been hastened by the increasing capabilities of speech-controlled…

Human-Computer Interaction · Computer Science 2019-09-04 Abraham Glasser , Kesavan Kushalnagar , Raja Kushalnagar

Computational paralinguistic analysis is increasingly being used in a wide range of cyber applications, including security-sensitive applications such as speaker verification, deceptive speech detection, and medical diagnostics. While…

Machine Learning · Computer Science 2019-01-14 Yuan Gong , Christian Poellabauer

Smart speaker voice assistants (VAs) such as Amazon Echo and Google Home have been widely adopted due to their seamless integration with smart home devices and the Internet of Things (IoT) technologies. These VA services raise privacy…

Machine Learning · Computer Science 2023-12-20 Brian Testa , Yi Xiao , Harshit Sharma , Avery Gump , Asif Salekin

Partially manipulating a sentence can greatly change its meaning. Recent work shows that countermeasures (CMs) trained on partially spoofed audio can effectively detect such spoofing. However, the current understanding of the…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-05 Tianchi Liu , Lin Zhang , Rohan Kumar Das , Yi Ma , Ruijie Tao , Haizhou Li

Acoustic Side-Channel Attacks (ASCAs) extract sensitive information by using audio emitted from a computing devices and their peripherals. Attacks targeting keyboards are popular and have been explored in the literature. However, similar…

Cryptography and Security · Computer Science 2025-05-06 Mauro Conti , Marin Duroyon , Gabriele Orazi , Gene Tsudik
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