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Leveraging large language models (LLMs), autonomous agents have significantly improved, gaining the ability to handle a variety of tasks. In open-ended settings, optimizing collaboration for efficiency and effectiveness demands flexible…

Artificial Intelligence · Computer Science 2024-09-17 Jiaqi Chen , Yuxian Jiang , Jiachen Lu , Li Zhang

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

Empathy is fundamental to human interactions, yet it remains unclear whether embodied agents can provide human-like empathetic support. Existing works have studied agents' tasks solving and social interactions abilities, but whether agents…

Computers and Society · Computer Science 2025-03-24 Xinyan Chen , Jiaxin Ge , Hongming Dai , Qiang Zhou , Qiuxuan Feng , Jingtong Hu , Yizhou Wang , Jiaming Liu , Shanghang Zhang

Building human-like agent, which aims to learn and think like human intelligence, has long been an important research topic in AI. To train and test human-like agents, we need an environment that imposes the agent to rich multimodal…

Artificial Intelligence · Computer Science 2021-05-04 Kwanyoung Park , Hyunseok Oh , Youngki Lee

We introduce MAgent, a platform to support research and development of many-agent reinforcement learning. Unlike previous research platforms on single or multi-agent reinforcement learning, MAgent focuses on supporting the tasks and the…

Machine Learning · Computer Science 2017-12-05 Lianmin Zheng , Jiacheng Yang , Han Cai , Weinan Zhang , Jun Wang , Yong Yu

Interactive intelligent agents are being integrated across society. Despite achieving human-like capabilities, humans' responses to these agents remain poorly understood, with research fragmented across disciplines. We conducted a first…

Human-Computer Interaction · Computer Science 2026-05-07 Jianan Zhou , Fleur Corbett , Joori Byun , Talya Porat , Nejra van Zalk

Current mental-health conversational systems are usually based on fixed, generic dialogue patterns. This paper proposes an adaptive framework based on large language models that aims to personalize therapeutic interaction according to a…

Human-Computer Interaction · Computer Science 2025-11-26 Priyanka Singh , Sebastian Von Mammen

Multi-agent systems, when enhanced with Large Language Models (LLMs), exhibit profound capabilities in collective intelligence. However, the potential misuse of this intelligence for malicious purposes presents significant risks. To date,…

Computation and Language · Computer Science 2024-08-21 Zaibin Zhang , Yongting Zhang , Lijun Li , Hongzhi Gao , Lijun Wang , Huchuan Lu , Feng Zhao , Yu Qiao , Jing Shao

This paper presents a design of agent-based intelligent HCI (iHCI) system using collaborative information for MR to improve user experience and information security based on context-aware computing. In order to implement target awareness…

Human-Computer Interaction · Computer Science 2019-11-11 Hamed Alqahtani , Charles Z. Liu , Manolya Kavakli-Thorne , Yuzhi Kang

Artificial intelligence (AI) systems are evolving beyond passive tools into autonomous agents capable of reasoning, adapting, and acting with minimal human intervention. Despite their growing presence, a structured framework is lacking to…

Artificial Intelligence · Computer Science 2025-08-05 Christopher Wissuchek , Patrick Zschech

A key challenge in artificial intelligence is the creation of systems capable of autonomously advancing scientific understanding by exploring novel domains, identifying complex patterns, and uncovering previously unseen connections in vast…

Artificial Intelligence · Computer Science 2024-09-10 Alireza Ghafarollahi , Markus J. Buehler

We present the first systematic analysis of personality dimensions developed specifically to describe the personality of speech-based conversational agents. Following the psycholexical approach from psychology, we first report on a new…

Human-Computer Interaction · Computer Science 2020-03-16 Sarah Theres Völkel , Ramona Schödel , Daniel Buschek , Clemens Stachl , Verena Winterhalter , Markus Bühner , Heinrich Hussmann

Mental health assessment is crucial for early intervention and effective treatment, yet traditional clinician-based approaches are limited by the shortage of qualified professionals. Recent advances in artificial intelligence have sparked…

Computation and Language · Computer Science 2025-08-18 Jinpeng Hu , Ao Wang , Qianqian Xie , Hui Ma , Zhuo Li , Dan Guo

A common vision from science fiction is that robots will one day inhabit our physical spaces, sense the world as we do, assist our physical labours, and communicate with us through natural language. Here we study how to design artificial…

Open large language models (LLMs) have significantly advanced the field of natural language processing, showcasing impressive performance across various tasks.Despite the significant advancements in LLMs, their effective operation still…

Computation and Language · Computer Science 2025-04-16 Xuechen Liang , Yangfan He , Meiling Tao , Yinghui Xia , Jianhui Wang , Tianyu Shi , Jun Wang , JingSong Yang

Real-world data is represented in both structured (e.g., graph connections) and unstructured (e.g., textual, visual information) formats, encompassing complex relationships that include explicit links (such as social connections and user…

Artificial Intelligence · Computer Science 2024-12-24 Yuhao Yang , Jiabin Tang , Lianghao Xia , Xingchen Zou , Yuxuan Liang , Chao Huang

Mobile GUI agents exhibit substantial potential to facilitate and automate the execution of user tasks on mobile phones. However, exist mobile GUI agents predominantly privilege autonomous operation and neglect the necessity of active user…

Artificial Intelligence · Computer Science 2025-10-10 Haitao Jia , Ming He , Zimo Yin , Likang Wu , Jianping Fan , Jitao Sang

Efficiently solving real-world problems with LLMs increasingly hinges on their ability to interact with dynamic web environments and autonomously acquire external information. While recent research like Search-R1 and WebDancer demonstrates…

Computation and Language · Computer Science 2025-10-15 Tao Yu , Zhengbo Zhang , Zhiheng Lyu , Junhao Gong , Hongzhu Yi , Xinming Wang , Yuxuan Zhou , Jiabing Yang , Ping Nie , Yan Huang , Wenhu Chen

Large Language Models based on transformer algorithms have revolutionized Artificial Intelligence by enabling verbal interaction with machines akin to human conversation. These AI agents have surpassed the Turing Test, achieving confusion…

Precision therapeutics require multimodal adaptive models that generate personalized treatment recommendations. We introduce TxAgent, an AI agent that leverages multi-step reasoning and real-time biomedical knowledge retrieval across a…

Artificial Intelligence · Computer Science 2025-03-17 Shanghua Gao , Richard Zhu , Zhenglun Kong , Ayush Noori , Xiaorui Su , Curtis Ginder , Theodoros Tsiligkaridis , Marinka Zitnik
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