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Earable acoustic sensing offers a powerful and non-invasive modality for capturing fine-grained auditory and physiological signals directly from the ear canal, enabling continuous and context-aware monitoring of cognitive states. As earable…

Human-Computer Interaction · Computer Science 2025-12-23 Xijia Wei , Ting Dang , Khaldoon Al-Naimi , Yang Liu , Fahim Kawsar , Alessandro Montanari

Variation in speech is often quantified by comparing phonetic transcriptions of the same utterance. However, manually transcribing speech is time-consuming and error prone. As an alternative, therefore, we investigate the extraction of…

Computation and Language · Computer Science 2022-01-27 Martijn Bartelds , Wietse de Vries , Faraz Sanal , Caitlin Richter , Mark Liberman , Martijn Wieling

A well-known perceptual consequence of categorization in humans and other animals, called categorical perception, is notably characterized by a within-category compression and a between-category separation: two items, close in input space,…

Machine Learning · Computer Science 2021-11-16 Laurent Bonnasse-Gahot , Jean-Pierre Nadal

How do neural networks "perceive" speech sounds from unknown languages? Does the typological similarity between the model's training language (L1) and an unknown language (L2) have an impact on the model representations of L2 speech…

Computation and Language · Computer Science 2021-09-22 Badr M. Abdullah , Iuliia Zaitova , Tania Avgustinova , Bernd Möbius , Dietrich Klakow

Deep learning approaches have recently achieved impressive performance on both audio source separation and sound classification. Most audio source separation approaches focus only on separating sources belonging to a restricted domain of…

Sound · Computer Science 2021-05-14 Efthymios Tzinis , Scott Wisdom , John R. Hershey , Aren Jansen , Daniel P. W. Ellis

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

This work reviews the human auditory system, elucidating some of the specialized mechanisms and non-linear pathways along the chain of events between physical sound and its perception. Customary relationships between frequency, time, and…

Neurons and Cognition · Quantitative Biology 2023-08-01 Milind N. Kunchur

This study introduces a biologically-inspired model designed to examine the role of coincidence detection cells in speech segregation tasks. The model consists of three stages: a time-domain cochlear model that generates instantaneous rates…

Neurons and Cognition · Quantitative Biology 2024-05-13 Asaf Zorea , Miriam Furst

From the eardrum to the auditory cortex, where acoustic stimuli are decoded, there are several stages of auditory processing and transmission where information may potentially get lost. In this paper, we aim at quantifying the information…

Information Theory · Computer Science 2018-05-03 Mohsen Zareian Jahromi , Adel Zahedi , Jesper Jensen , Jan Østergaard

A learning path is proposed starting from the characterization of a sound wave, showing how human beings emit articulate sounds in the language, introducing psychoacoustics, i.e. how the sound interacts with ears and it is transduced into…

Physics Education · Physics 2016-01-08 Vera Montalbano

Acoustic analyses of infant vocalizations are valuable for research on speech development as well as applications in sound classification. Previous studies have focused on measures of acoustic features based on theories of speech…

Sound · Computer Science 2020-05-27 Mohammad K. Ebrahimpour , Sara Schneider , David C. Noelle , Christopher T. Kello

We propose a framework that enables neural models to "think while listening" to everyday sounds, thereby enhancing audio classification performance. Motivated by recent advances in the reasoning capabilities of large language models, we…

Sound · Computer Science 2025-09-25 Prateek Verma , Mert Pilanci

Neurons in the visual cortex are correlated in their variability. The presence of correlation impacts cortical processing because noise cannot be averaged out over many neurons. In an effort to understand the functional purpose of…

Machine Learning · Computer Science 2018-04-04 Shamak Dutta , Bryan Tripp , Graham Taylor

Language, as an information medium created by advanced organisms, has always been a concern of neuroscience regarding how it is represented in the brain. Decoding linguistic representations in the evoked brain has shown groundbreaking…

Computation and Language · Computer Science 2024-07-31 Yu Wang , Heyang Liu , Yuhao Wang , Chuan Xuan , Yixuan Hou , Sheng Feng , Hongcheng Liu , Yusheng Liao , Yanfeng Wang

Current computational-emotion research has focused on applying acoustic properties to analyze how emotions are perceived mathematically or used in natural language processing machine learning models. While recent interest has focused on…

Sound · Computer Science 2021-07-06 Daniel Szelogowski

This paper provides a computational analysis of poetry reading audio signals at a large scale to unveil the musicality within professionally-read poems. Although the acoustic characteristics of other types of spoken language have been…

Sound · Computer Science 2024-04-02 Kahyun Choi , Minje Kim

Transfer learning is a crucial concept within deep learning that allows artificial neural networks to benefit from a large pre-training data basis when confronted with a task of limited data. Despite its ubiquitous use and clear benefits,…

Machine Learning · Computer Science 2026-05-20 Manuel Milling , Andreas Triantafyllopoulos , Alexander Gebhard , Simon Rampp , Björn W. Schuller

Visual world studies show that upon hearing a word in a target-absent visual context containing related and unrelated items, toddlers and adults briefly direct their gaze towards phonologically related items, before shifting towards…

Computation and Language · Computer Science 2020-06-02 Mihaela Duta , Kim Plunkett

Speech comprehension is an involuntary task for the healthy human brain, yet the understanding of the mechanisms underlying this brain functionality remains obscure. In this paper, we aim to quantify the role of acoustic and semantic…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-31 Sai Samrat Kankanala , Akshara Soman , Sriram Ganapathy

The way we perceive a sound depends on many aspects-- its ecological frequency, acoustic features, typicality, and most notably, its identified source. In this paper, we present the HCU400: a dataset of 402 sounds ranging from easily…

Audio and Speech Processing · Electrical Eng. & Systems 2019-11-14 Ishwarya Ananthabhotla , David B. Ramsay , Joseph A. Paradiso