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Speech data has rich acoustic and paralinguistic information with important cues for understanding a speaker's tone, emotion, and intent, yet traditional large language models such as BERT do not incorporate this information. There has been…

Computation and Language · Computer Science 2023-11-14 Fatema Hasan , Yulong Li , James Foulds , Shimei Pan , Bishwaranjan Bhattacharjee

Cochlear implants (CIs) are devices that restore the sense of hearing in people with severe sensorineural hearing loss. An electrode array inserted in the cochlea bypasses the natural transducer mechanism that transforms mechanical sound…

Neurons and Cognition · Quantitative Biology 2025-01-30 Franklin Alvarez , Yixuan Zhang , Daniel Kipping , Waldo Nogueira

A crucial part of an accurate and reliable spoken language assessment system is the underlying ASR model. Recently, large-scale pre-trained ASR foundation models such as Whisper have been made available. As the output of these models is…

Computation and Language · Computer Science 2023-10-11 Rao Ma , Mengjie Qian , Mark J. F. Gales , Kate M. Knill

Humans encode information into sounds by controlling articulators and decode information from sounds using the auditory apparatus. This paper introduces CiwaGAN, a model of human spoken language acquisition that combines unsupervised…

Sound · Computer Science 2023-09-15 Gašper Beguš , Thomas Lu , Alan Zhou , Peter Wu , Gopala K. Anumanchipalli

Ear occlusions (arising from the presence of ear accessories such as earrings and earphones) can negatively impact performance in ear-based biometric recognition systems, especially in unconstrained imaging circumstances. In this study, we…

Computer Vision and Pattern Recognition · Computer Science 2026-01-28 Deeksha Arun , Kevin W. Bowyer , Patrick Flynn

Wireless communication is susceptible to adversarial eavesdropping due to the broadcast nature of the wireless medium. In this paper it is shown how eavesdropping can be alleviated by exploiting the superposition property of the wireless…

Information Theory · Computer Science 2016-11-17 Xiaojun Tang , Ruoheng Liu , Predrag Spasojevic , H. Vincent Poor

The use of auditory masking has long been of interest in psychoacoustics and for engineering purposes, in order to cover sounds that are disruptive to humans or to species whose habitats overlap with ours. In most cases, we seek to minimize…

Biological Physics · Physics 2025-10-17 Justin Faber , Alexandros C Alampounti , Marcos Georgiades , Joerg T Albert , Dolores Bozovic

Reduction of unwanted environmental noises is an important feature of today's hearing aids (HA), which is why noise reduction is nowadays included in almost every commercially available device. The majority of these algorithms, however, is…

Audio and Speech Processing · Electrical Eng. & Systems 2019-11-26 Marc Aubreville , Kai Ehrensperger , Tobias Rosenkranz , Benjamin Graf , Henning Puder , Andreas Maier

Speaker recognition is a biometric modality that uses underlying speech information to determine the identity of the speaker. Speaker Identification (SID) under noisy conditions is one of the challenging topics in the field of speech…

Sound · Computer Science 2019-08-02 Nursadul Mamun , Ria Ghosh , John H. L. Hansen

Virtual assistants (VAs) have become ubiquitous in daily life, integrated into smartphones and smart devices, sparking interest in AI companions that enhance user experiences and foster emotional connections. However, existing companions…

Human-Computer Interaction · Computer Science 2025-09-03 Xuetong Wang , Ching Christie Pang , Pan Hui

Acoustic echo cancellation (AEC) remains challenging in real-world environments due to nonlinear distortions caused by low-cost loudspeakers and complex room acoustics. To mitigate these issues, we introduce a dual-microphone configuration,…

Sound · Computer Science 2025-11-06 Fei Zhao , Zhong-Qiu Wang

Whispered speech is produced when the vocal folds are not used, either intentionally, or due to a temporary or permanent voice condition. The essential difference between natural speech and whispered speech is that periodic signal…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-10 Aníbal J. S. Ferreira , Luis M. T. Jesus , Laurentino M. M. Leal , Jorge E. F. Spratley

Speaker identification in noisy audio recordings, specifically those from collaborative learning environments, can be extremely challenging. There is a need to identify individual students talking in small groups from other students talking…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-05 Antonio Gomez

Many promising applications of multimodal wearables require continuous sensing and heavy computation, yet users reject such devices due to privacy concerns. This paper shares our experiences building an ear-mounted voice-and-vision wearable…

Human-Computer Interaction · Computer Science 2025-11-26 Yonatan Tussa , Andy Heredia , Nirupam Roy

Smart glasses are emerging as a popular wearable computing platform potentially revolutionizing the next generation of human-computer interaction. The widespread adoption of smart glasses has created a pressing need for discreet and…

Human-Computer Interaction · Computer Science 2024-08-22 Payal Mohapatra , Ali Aroudi , Anurag Kumar , Morteza Khaleghimeybodi

We propose a channel selection method for hearing aid applications using remote microphones, in the presence of multiple competing talkers. The proposed channel selection method uses the hearing aid user's head-steering direction to…

Audio and Speech Processing · Electrical Eng. & Systems 2025-12-01 Vasudha Sathyapriyan , Michael S. Pedersen , Mike Brookes , Jan Østergaard , Patrick A. Naylor , Jesper Jensen

Voice interfaces are quickly becoming a common way for people to interact with AI systems. This also brings new security risks, such as prompt injection, social engineering, and harmful voice commands. Traditional security methods rely on…

Sound · Computer Science 2026-03-10 Sumit Ranjan , Sugandha Sharma , Ubaid Abbas , Puneeth N Ail

Neural transducers have achieved human level performance on standard speech recognition benchmarks. However, their performance significantly degrades in the presence of cross-talk, especially when the primary speaker has a low…

Audio and Speech Processing · Electrical Eng. & Systems 2023-03-31 Desh Raj , Junteng Jia , Jay Mahadeokar , Chunyang Wu , Niko Moritz , Xiaohui Zhang , Ozlem Kalinli

We present METAATTACK, the first approach to leverage acoustic metamaterials for inaudible attacks for voice control systems. Compared to the state-of-the-art inaudible attacks requiring complex and large speaker setups, METAATTACK achieves…

Cryptography and Security · Computer Science 2025-09-23 Zhiyuan Ning , Juan He , Zhanyong Tang , Weihang Hu , Xiaojiang Chen

Machine learning techniques are an active area of research for speech enhancement for hearing aids, with one particular focus on improving the intelligibility of a noisy speech signal. Recent work has shown that feature encodings from…

Sound · Computer Science 2024-07-19 Robert Sutherland , George Close , Thomas Hain , Stefan Goetze , Jon Barker
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