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Building autonomous agents that perceive and operate graphical user interfaces (GUIs) like humans has long been a vision in the field of artificial intelligence. Central to these agents is the capability for GUI interaction, which involves…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Hongxin Li , Jingran Su , Jingfan Chen , Zheng Ju , Yuntao Chen , Qing Li , Zhaoxiang Zhang

Mobile GUI agents can automate smartphone tasks by interacting directly with app interfaces, but how they should communicate with users during execution remains underexplored. Existing systems rely on two extremes: foreground execution,…

Human-Computer Interaction · Computer Science 2026-04-24 Jeonghyeon Kim , Byeongjun Joung , Junwon Lee , Joohyung Lee , Taehoon Min , Sunjae Lee

Despite recent advancements in Large Language Models (LLMs), complex Software Engineering (SE) tasks require more collaborative and specialized approaches. This concept paper systematically reviews the emerging paradigm of LLM-based…

Software Engineering · Computer Science 2026-01-21 Yongjian Tang , Thomas Runkler

Unlike traditional automation tools or static LLM-based systems, agents combine decision-making and tool utilization to accomplish complex tasks, showing great potential in software engineering. However, existing studies largely focus on…

Software Engineering · Computer Science 2025-11-04 Zhuowen Yin , Cuifeng Gao , Chunsong Fan , Wenzhang Yang , Yinxing Xue , Lijun Zhang

Recent advancements in large language models (LLMs) have significantly advanced the automation of software development tasks, including code synthesis, program repair, and test generation. More recently, researchers and industry…

Software Engineering · Computer Science 2024-10-30 Chunqiu Steven Xia , Yinlin Deng , Soren Dunn , Lingming Zhang

For machine agents to successfully interact with humans in real-world settings, they will need to develop an understanding of human mental life. Intuitive psychology, the ability to reason about hidden mental variables that drive observable…

AI agents -- powered by reasoning-capable large language models (LLMs) and integrated with tools, data, and web search -- are poised to transform the internet into a \emph{Web of Agents}: a machine-native ecosystem where autonomous agents…

Artificial Intelligence · Computer Science 2025-09-08 Rajesh Tembarai Krishnamachari , Srividya Rajesh

The emergence of large language models has catalyzed two distinct yet interconnected paradigms in artificial intelligence: standalone AI Agents and collaborative Agentic AI ecosystems. This comprehensive study establishes a definitive…

Artificial Intelligence · Computer Science 2025-06-17 Prashik Buddhaghosh Bansod

Data science plays a critical role in transforming complex data into actionable insights across numerous domains. Recent developments in large language models (LLMs) and artificial intelligence (AI) agents have significantly automated data…

Most commodity software lacks accessible Application Programming Interfaces (APIs), requiring autonomous agents to interact solely through pixel-based Graphical User Interfaces (GUIs). In this API-free setting, large language model…

Artificial Intelligence · Computer Science 2026-03-26 Chenwei Tang , Lin Long , Xinyu Liu , Jingyu Xing , Zizhou Wang , Joey Tianyi Zhou , Jiawei Du , Liangli Zhen , Jiancheng Lv

Agentic Software Engineering (SE 3.0) represents a new era where intelligent agents are tasked not with simple code generation, but with achieving complex, goal-oriented SE objectives. To harness these new capabilities while ensuring…

Software Engineering · Computer Science 2025-09-24 Ahmed E. Hassan , Hao Li , Dayi Lin , Bram Adams , Tse-Hsun Chen , Yutaro Kashiwa , Dong Qiu

Designing and evaluating personalized and proactive assistant agents remains challenging due to the time, cost, and ethical concerns associated with human-in-the-loop experimentation. Existing Human-Computer Interaction (HCI) methods often…

Human-Computer Interaction · Computer Science 2025-11-25 Ziyi Xuan , Yiwen Wu , Xuhai Xu , Vinod Namboodiri , Mooi Choo Chuah , Yu Yang

AI agentic programming is an emerging paradigm where large language model (LLM)-based coding agents autonomously plan, execute, and interact with tools such as compilers, debuggers, and version control systems. Unlike conventional code…

Software Engineering · Computer Science 2025-09-16 Huanting Wang , Jingzhi Gong , Huawei Zhang , Jie Xu , Zheng Wang

Advanced agentic intelligence is a prerequisite for deploying Large Language Models in practical, real-world applications. Diverse real-world APIs demand precise, robust function-calling intelligence, which needs agents to develop these…

Interface agents powered by generative AI models (referred to as "agents") can automate actions based on user commands. An important aspect of developing agents is their user experience (i.e., agent experience). There is a growing need to…

Human-Computer Interaction · Computer Science 2025-10-15 Jenny T. Liang , Titus Barik , Jeffrey Nichols , Eldon Schoop , Ruijia Cheng

LLM-powered agents are both a promising new technology and a source of complexity, where choices about models, tools, and prompting can affect their usefulness. While numerous benchmarks measure agent accuracy across domains, they mostly…

While agentic AI has advanced in automating individual tasks, managing complex multi-agent workflows remains a challenging problem. This paper presents a research vision for autonomous agentic systems that orchestrate collaboration within…

Artificial Intelligence · Computer Science 2025-10-06 Charlie Masters , Advaith Vellanki , Jiangbo Shangguan , Bart Kultys , Jonathan Gilmore , Alastair Moore , Stefano V. Albrecht

Agentic AI systems represent a new frontier in artificial intelligence, where agents often based on large language models(LLMs) interact with tools, environments, and other agents to accomplish tasks with a degree of autonomy. These systems…

Artificial Intelligence · Computer Science 2025-05-13 Sivasathivel Kandasamy

Web browsers are a portal to the internet, where much of human activity is undertaken. Thus, there has been significant research work in AI agents that interact with the internet through web browsing. However, there is also another…

Computation and Language · Computer Science 2025-06-18 Yueqi Song , Frank Xu , Shuyan Zhou , Graham Neubig

Brain-Computer Interfaces (BCIs) offer a direct communication pathway between the human brain and external devices, holding significant promise for individuals with severe neurological impairments. However, their widespread adoption is…

Artificial Intelligence · Computer Science 2025-10-28 Yankai Chen , Xinni Zhang , Yifei Zhang , Yangning Li , Henry Peng Zou , Chunyu Miao , Weizhi Zhang , Xue Liu , Philip S. Yu
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