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Related papers: ProMemAssist: Exploring Timely Proactive Assistanc…

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Procedural tasks with multiple ordered steps are ubiquitous in daily life. Recent advances in multimodal large language models (MLLMs) have enabled personal assistants that support daily activities. However, existing systems primarily…

Artificial Intelligence · Computer Science 2026-05-07 Lilin Xu , Bufang Yang , Siyang Jiang , Kaiwei Liu , Kaiyuan Hou , Yuang Fan , Hongkai Chen , Zhenyu Yan , Xiaofan Jiang

We routinely perform procedures (such as cooking) that include a set of atomic steps. Often, inadvertent omission or misordering of a single step can lead to serious consequences, especially for those experiencing cognitive challenges such…

Human-Computer Interaction · Computer Science 2024-07-25 Riku Arakawa , Hiromu Yakura , Mayank Goel

Social interactions are fundamental to human life. The recent emergence of large language models (LLMs)-based virtual assistants has demonstrated their potential to revolutionize human interactions and lifestyles. However, existing…

Artificial Intelligence · Computer Science 2024-12-06 Bufang Yang , Yunqi Guo , Lilin Xu , Zhenyu Yan , Hongkai Chen , Guoliang Xing , Xiaofan Jiang

Emergency Medical Services (EMS) responders often operate under time-sensitive conditions, facing cognitive overload and inherent risks, requiring essential skills in critical thinking and rapid decision-making. This paper presents…

Artificial Intelligence · Computer Science 2024-10-27 Keshara Weerasinghe , Saahith Janapati , Xueren Ge , Sion Kim , Sneha Iyer , John A. Stankovic , Homa Alemzadeh

We introduce Memento, a conversational AR assistant that permanently captures and memorizes user's verbal queries alongside their spatiotemporal and activity contexts. By storing these "memories," Memento discovers connections between…

Human-Computer Interaction · Computer Science 2026-05-08 Yoonsang Kim , Yalong Yang , Arie E. Kaufman

Recent studies have begun to explore proactive large language model (LLM) agents that provide unobtrusive assistance by automatically leveraging contextual information, such as in code editing and in-app suggestions. However, most focus on…

Artificial Intelligence · Computer Science 2026-05-08 Bufang Yang , Lilin Xu , Liekang Zeng , Yunqi Guo , Siyang Jiang , Wenrui Lu , Kaiwei Liu , Yixuan Li , Xiaofan Jiang , Guoliang Xing , Zhenyu Yan

As large language models (LLMs) become increasingly integrated into daily life, there is growing demand for AI assistants that are not only reactive but also proactive and personalized. While recent advances have pushed forward proactivity…

Computation and Language · Computer Science 2026-02-24 Jiho Kim , Junseong Choi , Woosog Chay , Daeun Kyung , Yeonsu Kwon , Yohan Jo , Edward Choi

Proactive agents that anticipate user intentions without explicit prompts represent a significant evolution in human-AI interaction, promising to reduce cognitive load and streamline workflows. However, existing datasets suffer from two…

Human-Computer Interaction · Computer Science 2026-02-11 Yuanbo Tang , Huaze Tang , Tingyu Cao , Lam Nguyen , Anping Zhang , Xinwen Cao , Chunkang Liu , Wenbo Ding , Yang Li

Information workers' productivity is significantly influenced by their cognitive states and physiological responses. AI assistants such as ChatGPT, Copilot, and others have become integral components of knowledge-intensive workplaces. These…

Human-Computer Interaction · Computer Science 2026-05-12 Amog Rao , Utkarsh Agarwal , Amol Harsh , Siddharth Siddharth

Proactive robot assistance enables a robot to anticipate and provide for a user's needs without being explicitly asked. We formulate proactive assistance as the problem of the robot anticipating temporal patterns of object movements…

Robotics · Computer Science 2023-09-13 Maithili Patel , Sonia Chernova

The growing adoption of augmented and virtual reality (AR and VR) technologies in industrial training and on-the-job assistance has created new opportunities for intelligent, context-aware support systems. As workers perform complex tasks…

Human-Computer Interaction · Computer Science 2025-11-18 Mahya Qorbani , Kamran Paynabar , Mohsen Moghaddam

Working memory (WM), a fundamental cognitive process facilitating the temporary storage, integration, manipulation, and retrieval of information, plays a vital role in reasoning and decision-making tasks. Robust benchmark datasets that…

Neurons and Cognition · Quantitative Biology 2023-11-02 Ankur Sikarwar , Mengmi Zhang

There has been a surge of interest in assistive wearable agents: agents embodied in wearable form factors (e.g., smart glasses) who take assistive actions toward a user's goal/query (e.g. "Where did I leave my keys?"). In this work, we…

Computer Vision and Pattern Recognition · Computer Science 2025-10-28 Vijay Veerabadran , Fanyi Xiao , Nitin Kamra , Pedro Matias , Joy Chen , Caley Drooff , Brett D Roads , Riley Williams , Ethan Henderson , Xuanyi Zhao , Kevin Carlberg , Joseph Tighe , Karl Ridgeway

While current chat-based AI assistants primarily operate reactively, responding only when prompted by users, there is significant potential for these systems to proactively assist in tasks without explicit invocation, enabling a…

Human-Computer Interaction · Computer Science 2025-03-03 Valerie Chen , Alan Zhu , Sebastian Zhao , Hussein Mozannar , David Sontag , Ameet Talwalkar

In an era where AI is evolving from a passive tool into an active and adaptive companion, we introduce AI for Service (AI4Service), a new paradigm that enables proactive and real-time assistance in daily life. Existing AI services remain…

Artificial Intelligence · Computer Science 2025-10-17 Zichen Wen , Yiyu Wang , Chenfei Liao , Boxue Yang , Junxian Li , Weifeng Liu , Haocong He , Bolong Feng , Xuyang Liu , Yuanhuiyi Lyu , Xu Zheng , Xuming Hu , Linfeng Zhang

People have to remember an ever-expanding volume of information. Wearables that use information capture and retrieval for memory augmentation can help but can be disruptive and cumbersome in real-world tasks, such as in social settings. To…

Human-Computer Interaction · Computer Science 2024-03-05 Wazeer Zulfikar , Samantha Chan , Pattie Maes

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…

Multimedia · Computer Science 2026-02-18 Rehana Mahfuz , Yinyi Guo , Erik Visser , Phanidhar Chinchili

Recent advances in Large Language Models (LLMs) have propelled intelligent agents from reactive responses to proactive support. While promising, existing proactive agents either rely exclusively on observations from enclosed environments…

Artificial Intelligence · Computer Science 2025-10-28 Bufang Yang , Lilin Xu , Liekang Zeng , Kaiwei Liu , Siyang Jiang , Wenrui Lu , Hongkai Chen , Xiaofan Jiang , Guoliang Xing , Zhenyu Yan

Multimodal AI Agents are AI models that have the capability of interactively and cooperatively assisting human users to solve day-to-day tasks. Augmented Reality (AR) head worn devices can uniquely improve the user experience of solving…

Artificial Intelligence · Computer Science 2025-01-17 Saptarashmi Bandyopadhyay , Vikas Bahirwani , Lavisha Aggarwal , Bhanu Guda , Lin Li , Andrea Colaco

Working memory involves the temporary retention of information over short periods. It is a critical cognitive function that enables humans to perform various online processing tasks, such as dialing a phone number, recalling misplaced…

Human-Computer Interaction · Computer Science 2025-04-29 Indrajeet Ghosh , Kasthuri Jayarajah , Nicholas Waytowich , Nirmalya Roy
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