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Recent advances in conversational AI have been substantial, but developing real-time systems for perceptual task guidance remains challenging. These systems must provide interactive, proactive assistance based on streaming visual inputs,…

We introduce LlamaPIE, the first real-time proactive assistant designed to enhance human conversations through discreet, concise guidance delivered via hearable devices. Unlike traditional language models that require explicit user…

机器学习 · 计算机科学 2025-07-30 Tuochao Chen , Nicholas Batchelder , Alisa Liu , Noah Smith , Shyamnath Gollakota

Communicating in noisy, multi-talker environments is challenging, especially for people with hearing impairments. Egocentric video data can potentially be used to identify a user's conversation partners, which could be used to inform…

计算机视觉与模式识别 · 计算机科学 2024-06-13 Tobias Dorszewski , Søren A. Fuglsang , Jens Hjortkjær

Voice assistants have recently achieved remarkable commercial success. However, the current generation of these devices is typically capable of only reactive interactions. In other words, interactions have to be initiated by the user, which…

Augmented reality devices have the potential to enhance human perception and enable other assistive functionalities in complex conversational environments. Effectively capturing the audio-visual context necessary for understanding these…

计算机视觉与模式识别 · 计算机科学 2022-01-07 Hao Jiang , Calvin Murdock , Vamsi Krishna Ithapu

Real-time conversational assistants for procedural tasks often depend on video input, which can be computationally expensive and compromise user privacy. For the first time, we propose a real-time conversational assistant that provides…

多媒体 · 计算机科学 2026-02-18 Rehana Mahfuz , Yinyi Guo , Erik Visser , Phanidhar Chinchili

Proactive dialogue systems, related to a wide range of real-world conversational applications, equip the conversational agent with the capability of leading the conversation direction towards achieving pre-defined targets or fulfilling…

计算与语言 · 计算机科学 2023-05-10 Yang Deng , Wenqiang Lei , Wai Lam , Tat-Seng Chua

In a noisy conversation environment such as a dinner party, people often exhibit selective auditory attention, or the ability to focus on a particular speaker while tuning out others. Recognizing who somebody is listening to in a…

计算机视觉与模式识别 · 计算机科学 2023-03-29 Fiona Ryan , Hao Jiang , Abhinav Shukla , James M. Rehg , Vamsi Krishna Ithapu

Wearable devices such as AI glasses are transforming voice assistants into always-available, hands-free collaborators that integrate seamlessly with daily life, but they also introduce challenges like egocentric audio affected by motion and…

Predicting when to initiate speech in real-world environments remains a fundamental challenge for conversational agents. We introduce EgoSpeak, a novel framework for real-time speech initiation prediction in egocentric streaming video. By…

计算机视觉与模式识别 · 计算机科学 2025-02-24 Junhyeok Kim , Min Soo Kim , Jiwan Chung , Jungbin Cho , Jisoo Kim , Sungwoong Kim , Gyeongbo Sim , Youngjae Yu

Smart assistants increasingly act proactively, yet mistimed or intrusive behavior often causes users to lose trust and disable these features. Learning user preferences for proactive assistance is difficult because real-world studies are…

人机交互 · 计算机科学 2026-02-05 Ziyi Xuan , Yiwen Wu , Zhaoyang Yan , Vinod Namboodiri , Yu Yang

Collaborative robots must quickly adapt to their partner's intent and preferences to proactively identify helpful actions. This is especially true in situated settings where human partners can continually teach robots new high-level…

机器人学 · 计算机科学 2025-06-17 Jennifer Grannen , Siddharth Karamcheti , Blake Wulfe , Dorsa Sadigh

The next step for intelligent dialog agents is to escape their role as silent bystanders and become proactive. Well-defined proactive behavior may improve human-machine cooperation, as the agent takes a more active role during interaction…

计算与语言 · 计算机科学 2023-06-23 Matthias Kraus , Nicolas Wagner , Ron Riekenbrauck , Wolfgang Minker

The conventional wisdom has been that designing ultra-compact, battery-constrained wireless hearables with on-device speech AI models is challenging due to the high computational demands of streaming deep learning models. Speech AI models…

声音 · 计算机科学 2025-10-23 Malek Itani , Tuochao Chen , Arun Raghavan , Gavriel Kohlberg , Shyamnath Gollakota

This paper presents a self-supervised method for visual detection of the active speaker in a multi-person spoken interaction scenario. Active speaker detection is a fundamental prerequisite for any artificial cognitive system attempting to…

计算机视觉与模式识别 · 计算机科学 2019-07-19 Kalin Stefanov , Jonas Beskow , Giampiero Salvi

Current speech agent interactions are typically user-initiated, limiting the interactions they can deliver. Future functionality will require agents to be proactive, sometimes interrupting users. Little is known about how these spoken…

人机交互 · 计算机科学 2021-06-07 Justin Edwards , Christian Janssen , Sandy Gould , Benjamin R Cowan

We present an end-to-end voice-based conversational agent that is able to engage in naturalistic multi-turn dialogue and align with the interlocutor's conversational style. The system uses a series of deep neural network components for…

人机交互 · 计算机科学 2019-08-15 Rens Hoegen , Deepali Aneja , Daniel McDuff , Mary Czerwinski

We introduce EgoLife, a project to develop an egocentric life assistant that accompanies and enhances personal efficiency through AI-powered wearable glasses. To lay the foundation for this assistant, we conducted a comprehensive data…

Proactive dialogue system is able to lead the conversation to a goal topic and has advantaged potential in bargain, persuasion and negotiation. Current corpus-based learning manner limits its practical application in real-world scenarios.…

信息检索 · 计算机科学 2022-04-18 Wenqiang Lei , Yao Zhang , Feifan Song , Hongru Liang , Jiaxin Mao , Jiancheng Lv , Zhenglu Yang , Tat-Seng Chua

In human conversation, empathic dialogue requires nuanced temporal cues indicating whether the conversational partner is paying attention. This type of "active listening" is overlooked in the design of Conversational Agents (CAs), which use…

人机交互 · 计算机科学 2026-02-09 Zhihan Jiang , Qianhui Chen , Chu Zhang , Yanheng Li , Ray LC
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