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As the Large-Language-Model-driven (LLM-driven) Artificial Intelligence (AI) bots became popular, people realized their strong potential in Task-Oriented Dialogue (TOD). However, bots relying wholly on LLMs are unreliable in their…

Artificial Intelligence · Computer Science 2025-06-10 Yankai Zeng , Gopal Gupta

Autonomy is a double-edged sword for AI agents, simultaneously unlocking transformative possibilities and serious risks. How can agent developers calibrate the appropriate levels of autonomy at which their agents should operate? We argue…

Human-Computer Interaction · Computer Science 2025-07-29 K. J. Kevin Feng , David W. McDonald , Amy X. Zhang

How should an AI-based explanation system explain an agent's complex behavior to ordinary end users who have no background in AI? Answering this question is an active research area, for if an AI-based explanation system could effectively…

Human-Computer Interaction · Computer Science 2017-11-21 Jonathan Dodge , Sean Penney , Claudia Hilderbrand , Andrew Anderson , Margaret Burnett

AI agents have been boosted by large language models. AI agents can function as intelligent assistants and complete tasks on behalf of their users with access to tools and the ability to execute commands in their environments. Through…

Cryptography and Security · Computer Science 2024-12-19 Yifeng He , Ethan Wang , Yuyang Rong , Zifei Cheng , Hao Chen

AI agents are beginning to interact with each other directly and across internet platforms and physical environments, creating security challenges beyond traditional cybersecurity and AI safety frameworks. Free-form protocols are essential…

Agentic AI rivals human capabilities across a wide range of domains. Looking ahead, it is foreseeable that AI agents will autonomously handle complex workflows and interactions. Early prototypes of this paradigm are emerging, e.g., OpenClaw…

Although artificial intelligence (AI) agents are increasingly proposed to support potentially longitudinal health tasks, such as symptom management, behavior change, and patient support, most current implementations fall short of…

Artificial Intelligence · Computer Science 2026-04-30 Georgianna Lin , Rencong Jiang , Noémie Elhadad , Xuhai "Orson" Xu

Internet of Things (IoT) is emerging as a significant technology in shaping the future by connecting physical devices or things with internet. It also presents various opportunities for intersection of other technological trends which can…

Artificial Intelligence · Computer Science 2016-12-09 Rohan Kar , Rishin Haldar

We focus on the problem of designing an artificial agent (AI), capable of assisting a human user to complete a task. Our goal is to guide human users towards optimal task performance while keeping their cognitive load as low as possible.…

Robotics · Computer Science 2019-11-05 Gilwoo Lee , Christoforos Mavrogiannis , Siddhartha S. Srinivasa

Background: Empathy is widely recognized for improving patient outcomes, including reduced pain and anxiety and improved satisfaction, and its absence can cause harm. Meanwhile, use of artificial intelligence (AI)-based chatbots in…

Human-Computer Interaction · Computer Science 2026-02-06 Alastair Howcroft , Amber Bennett-Weston , Ahmad Khan , Joseff Griffiths , Simon Gay , Jeremy Howick

Intelligent services provide the power of AI to developers via simple RESTful API endpoints, abstracting away many complexities of machine learning. However, most of these intelligent services-such as computer vision-continually learn with…

Software Engineering · Computer Science 2020-05-28 Alex Cummaudo , Scott Barnett , Rajesh Vasa , John Grundy , Mohamed Abdelrazek

While the daily user of digital, Internet-enabled devices has some explicit control over what they read and see, the providers fulfilling searches, offering options, and presenting material are using increasingly sophisticated real-time…

Multimedia · Computer Science 2016-09-27 Jeff Burke , Jared J. Stein

This paper presents an AI glasses system that integrates real-time voice processing, artificial intelligence(AI) agents, and cross-network streaming capabilities. The system employs dual-agent architecture where Agent 01 handles Automatic…

Sound · Computer Science 2026-01-13 Sheng-Kai Chen , Jyh-Horng Wu , Ching-Yao Lin , Yen-Ting Lin

Recent advances in agentic AI are shifting automation from discrete tools to proactive multi-agent systems that coordinate multi-specialized capabilities behind unified interfaces. However, today's agent systems typically rely on hard-coded…

Artificial Intelligence · Computer Science 2026-05-01 Giuseppe Arbore , Andrea Sillano , Luigi De Russis

AI Agents powered by Large Language Models are transforming the world through enormous applications. A super agent has the potential to fulfill diverse user needs, such as summarization, coding, and research, by accurately understanding…

Artificial Intelligence · Computer Science 2025-07-28 Yuhang Yao , Haixin Wang , Yibo Chen , Jiawen Wang , Min Chang Jordan Ren , Bosheng Ding , Salman Avestimehr , Chaoyang He

Dialogue research tends to distinguish between chit-chat and goal-oriented tasks. While the former is arguably more naturalistic and has a wider use of language, the latter has clearer metrics and a straightforward learning signal. Humans…

Artificial Intelligence · Computer Science 2020-02-12 Shrimai Prabhumoye , Margaret Li , Jack Urbanek , Emily Dinan , Douwe Kiela , Jason Weston , Arthur Szlam

Information seeking conversations between users and Conversational Search Agents (CSAs) consist of multiple turns of interaction. While users initiate a search session, ideally a CSA should sometimes take the lead in the conversation by…

Information Retrieval · Computer Science 2021-09-14 Mohammad Aliannejadi , Leif Azzopardi , Hamed Zamani , Evangelos Kanoulas , Paul Thomas , Nick Craswel

The rapid advancement of chat-based language models has led to remarkable progress in complex task-solving. However, their success heavily relies on human input to guide the conversation, which can be challenging and time-consuming. This…

Artificial Intelligence · Computer Science 2023-11-03 Guohao Li , Hasan Abed Al Kader Hammoud , Hani Itani , Dmitrii Khizbullin , Bernard Ghanem

Existing AI benchmarks for software automation rarely combine cross-application coordination, autonomous API discovery, and policy adherence. Real business workflows demand all three: a single task may span a CRM, inbox, calendar, and…

Artificial Intelligence · Computer Science 2026-04-22 Daniel Shepard , Robin Salimans

Surveys and interviews are widely used for collecting insights on emerging or hypothetical scenarios. Traditional human-led methods often face challenges related to cost, scalability, and consistency. Recently, various domains have begun to…

Human-Computer Interaction · Computer Science 2025-03-05 Jiangbo Yu , Jinhua Zhao , Luis Miranda-Moreno , Matthew Korp
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