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Related papers: Proactive Hearing Assistants that Isolate Egocentr…

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Spoken conversational systems require more than accurate speech generation to have human-like conversations: to feel natural and engaging, they must produce conversational behaviour that adapts dynamically to the context. Current spoken…

Computation and Language · Computer Science 2026-04-16 Maike Züfle , Ondrej Klejch , Nicholas Sanders , Jan Niehues , Alexandra Birch , Tsz Kin Lam

This paper addresses the problem of single-channel speech separation, where the number of speakers is unknown, and each speaker may speak multiple utterances. We propose a speech separation model that simultaneously performs separation,…

Audio and Speech Processing · Electrical Eng. & Systems 2025-05-23 Yuzhu Wang , Archontis Politis , Konstantinos Drossos , Tuomas Virtanen

In recent years, the thriving development of research related to egocentric videos has provided a unique perspective for the study of conversational interactions, where both visual and audio signals play a crucial role. While most prior…

Computer Vision and Pattern Recognition · Computer Science 2024-04-04 Wenqi Jia , Miao Liu , Hao Jiang , Ishwarya Ananthabhotla , James M. Rehg , Vamsi Krishna Ithapu , Ruohan Gao

Acoustic sensing has proved effective as a foundation for numerous applications in health and human behavior analysis. In this work, we focus on the problem of detecting in-person social interactions in naturalistic settings from audio…

Sound · Computer Science 2022-03-23 Dawei Liang , Zifan Xu , Yinuo Chen , Rebecca Adaimi , David Harwath , Edison Thomaz

We present a real-time front-end for voice-based conversational AI to enable natural turn-taking in two-speaker scenarios by combining primary speaker segmentation with hierarchical End-of-Turn (EOT) detection. To operate robustly in…

Machine Learning · Computer Science 2026-03-17 Karim Helwani , Hoang Do , James Luan , Sriram Srinivasan

Heuristics and cognitive biases are an integral part of human decision-making. Automatically detecting a particular cognitive bias could enable intelligent tools to provide better decision-support. Detecting the presence of a cognitive bias…

Human-Computer Interaction · Computer Science 2024-01-15 Stephen Pilli

TTM (Talking to Me) task is a pivotal component in understanding human social interactions, aiming to determine who is engaged in conversation with the camera-wearer. Traditional models often face challenges in real-world scenarios due to…

Multimedia · Computer Science 2026-03-20 Xinyuan Qian , Xinjia Zhu , Alessio Brutti , Dong Liang

Imagine being able to listen to the birds chirping in a park without hearing the chatter from other hikers, or being able to block out traffic noise on a busy street while still being able to hear emergency sirens and car honks. We…

Sound · Computer Science 2023-11-02 Bandhav Veluri , Malek Itani , Justin Chan , Takuya Yoshioka , Shyamnath Gollakota

Audiovisual active speaker detection (ASD) is conventionally performed by modelling the temporal synchronisation of acoustic and visual speech cues. In egocentric recordings, however, the efficacy of synchronisation-based methods is…

Multimedia · Computer Science 2025-06-24 Jason Clarke , Yoshihiko Gotoh , Stefan Goetze

Self-talk-an internal dialogue that can occur silently or be spoken aloud-plays a crucial role in emotional regulation, cognitive processing, and motivation, yet has remained largely invisible and unmeasurable in everyday life. In this…

Sound · Computer Science 2025-11-12 Euihyeok Lee , Seonghyeon Kim , SangHun Im , Heung-Seon Oh , Seungwoo Kang

Healthcare professionals work in complex, high-stakes environments where effective communication is critical for care delivery, team coordination, and individual well-being. However, communication activity in everyday clinical settings…

We present a speaker-aware approach for simulating multi-speaker conversations that captures temporal consistency and realistic turn-taking dynamics. Prior work typically models aggregate conversational statistics under an independence…

Sound · Computer Science 2026-05-25 Máté Gedeon , Péter Mihajlik

We introduce a distinctive real-time, causal, neural network-based active speaker detection system optimized for low-power edge computing. This system drives a virtual cinematography module and is deployed on a commercial device. The system…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-18 Ilya Gurvich , Ido Leichter , Dharmendar Reddy Palle , Yossi Asher , Alon Vinnikov , Igor Abramovski , Vishak Gopal , Ross Cutler , Eyal Krupka

What if accessing the web did not require a screen, a stable desk, or even free hands? For people navigating crowded cities, living with low vision, or experiencing cognitive overload, smart glasses coupled with AI agents could turn the web…

Human-Computer Interaction · Computer Science 2026-03-03 Sicheng Yang , Yukai Huang , Weitong Cai , Shitong Sun , Fengyi Fang , You He , Yiqiao Xie , Jiankang Deng , Hang Zhang , Jifei Song , Zhensong Zhang

Despite extensive efforts on egocentric video datasets and benchmarks, understanding users' internal states, which is crucial for enabling seamless AI assistant experiences, remains largely overlooked. In this work, we introduce…

We consider the problem of audio voice separation for binaural applications, such as earphones and hearing aids. While today's neural networks perform remarkably well (separating $4+$ sources with 2 microphones) they assume a known or fixed…

Sound · Computer Science 2022-07-18 Zhongweiyang Xu , Romit Roy Choudhury

A growing literature on speech interruptions describes how people interrupt one another with speech, but these behaviours have not yet been implemented in the design of artificial agents which interrupt. Perceptions of a prototype proactive…

Human-Computer Interaction · Computer Science 2024-05-15 Justin Edwards , Philip R. Doyle , Holly P. Branigan , Benjamin R. Cowan

Recent research on proactive conversational agents (PCAs) mainly focuses on improving the system's capabilities in anticipating and planning action sequences to accomplish tasks and achieve goals before users articulate their requests. This…

Information Retrieval · Computer Science 2024-04-22 Yang Deng , Lizi Liao , Zhonghua Zheng , Grace Hui Yang , Tat-Seng Chua

Current methods for active speak er detection focus on modeling short-term audiovisual information from a single speaker. Although this strategy can be enough for addressing single-speaker scenarios, it prevents accurate detection when the…

Computer Vision and Pattern Recognition · Computer Science 2020-05-21 Juan Leon Alcazar , Fabian Caba Heilbron , Long Mai , Federico Perazzi , Joon-Young Lee , Pablo Arbelaez , Bernard Ghanem

One of the long-standing aspirations in conversational AI is to allow them to autonomously take initiatives in conversations, i.e., being proactive. This is especially challenging for multi-party conversations. Prior NLP research focused…

Human-Computer Interaction · Computer Science 2025-02-19 Xingyu Bruce Liu , Shitao Fang , Weiyan Shi , Chien-Sheng Wu , Takeo Igarashi , Xiang Anthony Chen