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Voice conversion (VC) systems are widely used for several applications, from speaker anonymisation to personalised speech synthesis. Supervised approaches learn a mapping between different speakers using parallel data, which is expensive to…

Smart homes, powered by programmable IoT platforms, often face safety and security issues. A class of defense solutions dynamically enforces policies that capture the expected behavior of the IoT system. Despite numerous innovations, these…

Cryptography and Security · Computer Science 2025-09-25 Akib Jawad Nafis , S Mahmudul Hasan , Omar Chowdhury , Endadul Hoque

Manufacturers of smart home Internet of Things (IoT) devices are increasingly adding voice assistant and audio monitoring features to a wide range of devices including smart speakers, televisions, thermostats, security systems, and…

Cryptography and Security · Computer Science 2020-11-13 Richard Mitev , Anna Pazii , Markus Miettinen , William Enck , Ahmad-Reza Sadeghi

Rapid advances in singing voice synthesis have increased unauthorized imitation risks, creating an urgent need for better Singing Voice Deepfake (SingFake) Detection, also known as SVDD. Unlike speech, singing contains complex pitch, wide…

Sound · Computer Science 2026-04-07 Xuanjun Chen , Chia-Yu Hu , Sung-Feng Huang , Haibin Wu , Hung-yi Lee , Jyh-Shing Roger Jang

Deepfakes represent a growing concern across domains such as disinformation, fraud, and non-consensual media. In particular, the rise of video conference and identity-driven attacks in high-stakes scenarios--such as impostor hiring--demands…

Computer Vision and Pattern Recognition · Computer Science 2026-04-08 Sarah Barrington , Maty Bohacek , Hany Farid

Voice anti-spoofing aims at classifying a given utterance either as a bonafide human sample, or a spoofing attack (e.g. synthetic or replayed sample). Many anti-spoofing methods have been proposed but most of them fail to generalize across…

Audio and Speech Processing · Electrical Eng. & Systems 2021-06-23 Bhusan Chettri , Rosa González Hautamäki , Md Sahidullah , Tomi Kinnunen

The performance of sound event detection methods can significantly degrade when they are used in unseen conditions (e.g. recording devices, ambient noise). Domain adaptation is a promising way to tackle this problem. In this paper, we…

Sound · Computer Science 2019-11-26 Shayan Gharib , Konstantinos Drossos , Eemi Fagerlund , Tuomas Virtanen

We propose an end-to-end speaker-attributed automatic speech recognition model that unifies speaker counting, speech recognition, and speaker identification on monaural overlapped speech. Our model is built on serialized output training…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-11 Naoyuki Kanda , Yashesh Gaur , Xiaofei Wang , Zhong Meng , Zhuo Chen , Tianyan Zhou , Takuya Yoshioka

The emergence of Artificial Intelligence (AI)-driven audio attacks has revealed new security vulnerabilities in voice control systems. While researchers have introduced a multitude of attack strategies targeting voice control systems (VCS),…

Cryptography and Security · Computer Science 2024-01-08 Yuanda Wang , Qiben Yan , Nikolay Ivanov , Xun Chen

Nowadays, attackers target Internet of Things (IoT) devices for security exploitation, and search engines for devices and services compromise user privacy, including IP addresses, open ports, device types, vendors, and products.Typically,…

Cryptography and Security · Computer Science 2024-06-18 Haocong Li , Yaxin Zhang , Long Cheng , Wenjia Niu , Haining Wang , Qiang Li

This work details our approach to achieving a leading system with a 1.79% pooled equal error rate (EER) on the evaluation set of the Controlled Singing Voice Deepfake Detection (CtrSVDD). The rapid advancement of generative AI models…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-22 Anmol Guragain , Tianchi Liu , Zihan Pan , Hardik B. Sailor , Qiongqiong Wang

The integration of Voice Control Systems (VCS) into smart devices and their growing presence in daily life accentuate the importance of their security. Current research has uncovered numerous vulnerabilities in VCS, presenting significant…

Cryptography and Security · Computer Science 2024-05-28 Haozhe Xu , Cong Wu , Yangyang Gu , Xingcan Shang , Jing Chen , Kun He , Ruiying Du

This paper presents a computationally efficient and distributed speaker diarization framework for networked IoT-style audio devices. The work proposes a Federated Learning model which can identify the participants in a conversation without…

Sound · Computer Science 2024-12-02 Amit Kumar Bhuyan , Hrishikesh Dutta , Subir Biswas

Audio generation systems now create very realistic soundscapes that can enhance media production, but also pose potential risks. Several studies have examined deepfakes in speech or singing voice. However, environmental sounds have…

Sound · Computer Science 2025-09-30 Han Yin , Yang Xiao , Rohan Kumar Das , Jisheng Bai , Haohe Liu , Wenwu Wang , Mark D Plumbley

People are not always receptive to their voice data being collected and misused. Training the audio intelligence systems needs these data to build useful features, but the cost for getting permissions or purchasing data is very high, which…

Sound · Computer Science 2022-03-28 Yunjie Ge , Qian Wang , Jingfeng Zhang , Juntao Zhou , Yunzhu Zhang , Chao Shen

Automatic Speaker Verification (ASV) systems can be used for voice-enabled applications for identity verification. However, recent studies have exposed these systems' vulnerabilities to both over-the-line (OTL) and over-the-air (OTA)…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-12 Li Wang , Xiaoyan Lei , Haorui He , Lei Wang , Jie Shi , Zhizheng Wu

We propose an explainable probabilistic framework for characterizing spoofed speech by decomposing it into probabilistic attribute embeddings. Unlike raw high-dimensional countermeasure embeddings, which lack interpretability, the proposed…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-03 Jagabandhu Mishra , Manasi Chhibber , Hye-jin Shim , Tomi H. Kinnunen

The growing adoption of the Internet of Things (IoT) has brought a significant increase in attacks targeting those devices. Machine learning (ML) methods have shown promising results for intrusion detection; however, the scarcity of IoT…

Cryptography and Security · Computer Science 2023-07-28 Xabier Sáez-de-Cámara , Jose Luis Flores , Cristóbal Arellano , Aitor Urbieta , Urko Zurutuza

This paper describes the UZH-CL system submitted to the SASV section of the WildSpoof 2026 challenge. The challenge focuses on the integrated defense against generative spoofing attacks by requiring the simultaneous verification of speaker…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-27 Aref Farhadipour , Ming Jin , Valeriia Vyshnevetska , Xiyang Li , Elisa Pellegrino , Srikanth Madikeri

When interacting with smart devices such as mobile phones or wearables, the user typically invokes a virtual assistant (VA) by saying a keyword or by pressing a button on the device. However, in many cases, the VA can accidentally be…

Sound · Computer Science 2021-10-12 Ognjen Rudovic , Akanksha Bindal , Vineet Garg , Pramod Simha , Pranay Dighe , Sachin Kajarekar