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Voice authentication has undergone significant changes from traditional systems that relied on handcrafted acoustic features to deep learning models that can extract robust speaker embeddings. This advancement has expanded its applications…

Cryptography and Security · Computer Science 2025-09-17 Kamel Kamel , Keshav Sood , Hridoy Sankar Dutta , Sunil Aryal

Voice authentication has become an integral part in security-critical operations, such as bank transactions and call center conversations. The vulnerability of automatic speaker verification systems (ASVs) to spoofing attacks instigated the…

Cryptography and Security · Computer Science 2021-08-02 Andre Kassis , Urs Hengartner

Intelligent Personal Assistant (IA), also known as Voice Assistant (VA), has become increasingly popular as a human-computer interaction mechanism. Most smartphones have built-in voice assistants that are granted high privilege, which is…

Cryptography and Security · Computer Science 2018-05-17 Rongjunchen Zhang , Xiao Chen , Jianchao Lu , Sheng Wen , Surya Nepal , Yang Xiang

With the development of foundation AI technologies, task-executable voice assistants (VAs) have become more popular, enhancing user convenience and expanding device functionality. Android task-executable VAs are applications that are…

Cryptography and Security · Computer Science 2025-09-30 Shidong Pan , Yikai Ge , Xiaoyu Sun

Voice Authentication (VA), also known as Automatic Speaker Verification (ASV), is a widely adopted authentication method, particularly in automated systems like banking services, where it serves as a secondary layer of user authentication.…

Cryptography and Security · Computer Science 2025-02-14 Eshaq Jamdar , Amith Kamath Belman

Advances in deep learning have introduced a new wave of voice synthesis tools, capable of producing audio that sounds as if spoken by a target speaker. If successful, such tools in the wrong hands will enable a range of powerful attacks…

Cryptography and Security · Computer Science 2021-09-21 Emily Wenger , Max Bronckers , Christian Cianfarani , Jenna Cryan , Angela Sha , Haitao Zheng , Ben Y. Zhao

Virtual assistants (VAs) have seen increased use in recent years due to their ease of use for daily tasks. Despite their growing prevalence, their security and privacy implications are still not well understood. To address this gap, we…

Cryptography and Security · Computer Science 2023-12-25 Borna Kalhor , Sanchari Das

New security and privacy concerns arise due to the growing popularity of voice assistant (VA) deployments in home and enterprise networks. A number of past research results have demonstrated how malicious actors can use hidden commands to…

Cryptography and Security · Computer Science 2020-09-23 Zhengxian He , Mohit Narayan Rajput , Mustaque Ahamad

Voice Assistants (VA) such as Amazon Alexa and Google Assistant are quickly and seamlessly integrating into people's daily lives. The increased reliance on VA services raises privacy concerns such as the leakage of private conversations and…

Cryptography and Security · Computer Science 2020-07-30 Song Liao , Christin Wilson , Long Cheng , Hongxin Hu , Huixing Deng

Voice has become an increasingly popular User Interaction (UI) channel, mainly contributing to the ongoing trend of wearables, smart vehicles, and home automation systems. Voice assistants such as Siri, Google Now and Cortana, have become…

Cryptography and Security · Computer Science 2017-01-18 Huan Feng , Kassem Fawaz , Kang G. Shin

While the technologies empowering malicious audio deepfakes have dramatically evolved in recent years due to generative AI advances, the same cannot be said of global research into spoofing (deepfake) countermeasures. This paper highlights…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-16 Héctor Delgado , Giorgio Ramondetti , Emanuele Dalmasso , Gennady Karvitsky , Daniele Colibro , Haydar Talib

The rapid advancement of voice generation technologies has enabled the synthesis of speech that is perceptually indistinguishable from genuine human voices. While these innovations facilitate beneficial applications such as personalized…

Cryptography and Security · Computer Science 2025-07-30 Aditya Pujari , Ajita Rattani

The recent emergence of deepfakes has brought manipulated and generated content to the forefront of machine learning research. Automatic detection of deepfakes has seen many new machine learning techniques, however, human detection…

Human-Computer Interaction · Computer Science 2024-08-28 Nicolas M. Müller , Karla Pizzi , Jennifer Williams

Speech deepfakes are artificial voices generated by machine learning models. Previous literature has highlighted deepfakes as one of the biggest security threats arising from progress in artificial intelligence due to their potential for…

Human-Computer Interaction · Computer Science 2023-08-04 Kimberly T. Mai , Sergi D. Bray , Toby Davies , Lewis D. Griffin

Virtual personal assistants (VPA) (e.g., Amazon Alexa and Google Assistant) today mostly rely on the voice channel to communicate with their users, which however is known to be vulnerable, lacking proper authentication. The rapid growth of…

Cryptography and Security · Computer Science 2018-07-02 Nan Zhang , Xianghang Mi , Xuan Feng , XiaoFeng Wang , Yuan Tian , Feng Qian

In this study, we investigate the emerging threat of inaudible acoustic attacks targeting digital voice assistants, a critical concern given their projected prevalence to exceed the global population by 2024. Our research extends the…

Cryptography and Security · Computer Science 2023-12-04 Forrest McKee , David Noever

Mass robocalls affect millions of people on a daily basis. Unfortunately, most current defenses against robocalls rely on phone blocklists and are ineffective against caller ID spoofing. To enable the detection of spoofed robocalls, we…

Cryptography and Security · Computer Science 2020-08-11 Sharbani Pandit , Jienan Liu , Roberto Perdisci , Mustaque Ahamad

Recent advances in voice synthesis, coupled with the ease with which speech can be harvested for millions of people, introduce new threats to applications that are enabled by devices such as voice assistants (e.g., Amazon Alexa, Google Home…

Cryptography and Security · Computer Science 2024-11-18 Zhengxian He , Ashish Kundu , Mustaque Ahamad

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

Automatic speaker verification (ASV) systems utilize the biometric information in human speech to verify the speaker's identity. The techniques used for performing speaker verification are often vulnerable to malicious attacks that attempt…

Sound · Computer Science 2020-11-26 Yang Gao , Jiachen Lian , Bhiksha Raj , Rita Singh
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