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With the rapid advancement of large language models (LLMs), Multi-agent Systems (MAS) have achieved significant progress in various application scenarios. However, substantial challenges remain in designing versatile, robust, and efficient…

Artificial Intelligence · Computer Science 2025-09-12 Weige Cai , Tong Zhu , Jinyi Niu , Ruiqi Hu , Lingyao Li , Tenglong Wang , Xiaowu Dai , Weining Shen , Liwen Zhang

Traditional static cybersecurity models often struggle with scalability, real-time detection, and contextual responsiveness in the current digital product ecosystems which include cloud services, application programming interfaces (APIs),…

Artificial Intelligence · Computer Science 2025-10-03 Oluwakemi T. Olayinka , Sumeet Jeswani , Divine Iloh

AI agents have become increasingly adept at complex tasks such as coding, reasoning, and multimodal understanding. However, building generalist systems requires moving beyond individual agents to collective inference -- a paradigm where…

The Model Context Protocol (MCP) replaces static, developer-controlled API integrations with more dynamic, user-driven agent systems, which also introduces new security risks. As MCP adoption grows across community servers and major…

Cryptography and Security · Computer Science 2025-11-27 Herman Errico , Jiquan Ngiam , Shanita Sojan

Model Context Protocol (MCP) enables agents to interact with external tools, yet empirical research on MCP is hindered by the lack of large-scale, accessible datasets. We present MCPZoo, the largest and most comprehensive dataset of MCP…

Cryptography and Security · Computer Science 2025-12-29 Mengying Wu , Pei Chen , Geng Hong , Baichao An , Jinsong Chen , Binwang Wan , Xudong Pan , Jiarun Dai , Min Yang

Intelligent Personal Assistants (IPAs) are software agents that can perform tasks on behalf of individuals and assist them on many of their daily activities. IPAs capabilities are expanding rapidly due to the recent advances on areas such…

Software Engineering · Computer Science 2019-06-06 Oscar J. Romero

Large Language Model (LLM)-based agents have demonstrated remarkable capabilities in reasoning, planning, and tool usage. The recently proposed Model Context Protocol (MCP) has emerged as a unifying framework for integrating external tools…

Cryptography and Security · Computer Science 2025-12-03 Yuanhe Zhang , Weiliu Wang , Zhenhong Zhou , Kun Wang , Jie Zhang , Li Sun , Yang Liu , Sen Su

The Model Context Protocol (MCP), introduced by Anthropic in November 2024 and now governed by the Linux Foundation's Agentic AI Foundation, has rapidly become the de facto standard for connecting large language model (LLM)-based agents to…

Cryptography and Security · Computer Science 2026-04-08 Nirajan Acharya , Gaurav Kumar Gupta

AI agents are vulnerable to prompt injection attacks, where malicious content hijacks agent behavior to steal credentials or cause financial loss. The only known robust defense is architectural isolation that strictly separates trusted task…

The scale and complexity of modern cloud infrastructure have made Infrastructure-as-Code (IaC) essential for managing deployments. While large Language models (LLMs) are increasingly being used to generate IaC configurations from natural…

Software Engineering · Computer Science 2026-04-06 Zhenning Yang , Kaden Gruizenga , Tongyuan Miao , Patrick Tser Jern Kon , Hui Guan , Ang Chen

Designing low-latency cloud-based applications that are adaptable to unpredictable workloads and efficiently utilize modern cloud computing platforms is hard. The actor model is a popular paradigm that can be used to develop distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-10 Bo Sang , Gustavo Petri , Masoud Saeida Ardekani , Srivatsan Ravi , Patrick Eugster

Language model (LM) agents are increasingly being used to automate complicated tasks in digital environments. Just as humans benefit from powerful software applications, such as integrated development environments, for complex tasks like…

Software Engineering · Computer Science 2024-11-13 John Yang , Carlos E. Jimenez , Alexander Wettig , Kilian Lieret , Shunyu Yao , Karthik Narasimhan , Ofir Press

While Large Language Model (LLM) agents show great potential for automated UI navigation such as automated UI testing and AI assistants, their efficiency has been largely overlooked. Our motivating study reveals that inefficient UI…

Software Engineering · Computer Science 2025-12-16 Dezhi Ran , Zhi Gong , Yuzhe Guo , Mengzhou Wu , Yuan Cao , Haochuan Lu , Hengyu Zhang , Xia Zeng , Gang Cao , Liangchao Yao , Yuetang Deng , Wei Yang , Tao Xie

Since their inception, programming languages have trended towards greater readability and lower barriers for programmers. Following this trend, natural language can be a promising type of programming language that provides great flexibility…

Computation and Language · Computer Science 2024-05-24 Shuyuan Xu , Zelong Li , Kai Mei , Yongfeng Zhang

GenAI-based coding assistants have disrupted software development. The next generation of these tools is agent-based, operating with more autonomy and potentially without human oversight. Like human developers, AI agents require contextual…

Software Engineering · Computer Science 2026-02-09 Seyedmoein Mohsenimofidi , Matthias Galster , Christoph Treude , Sebastian Baltes

The increasing complexity of cyber threats in distributed environments demands advanced frameworks for real-time detection and response across multimodal data streams. This paper introduces AgenticCyber, a generative AI powered multi-agent…

Cryptography and Security · Computer Science 2025-12-09 Shovan Roy

Imagine a world where AI can handle your work while you sleep - organizing your research materials, drafting a report, or creating a presentation you need for tomorrow. However, while current digital agents can perform simple tasks, they…

Artificial Intelligence · Computer Science 2024-12-24 Yanheng He , Jiahe Jin , Shijie Xia , Jiadi Su , Runze Fan , Haoyang Zou , Xiangkun Hu , Pengfei Liu

Multi-Agent System (MAS) developing frameworks serve as the foundational infrastructure for social simulations powered by Large Language Models (LLMs). However, existing frameworks fail to adequately support large-scale simulation…

Computer-Use Agents (CUAs) leverage large language models to execute GUI operations on desktop environments, yet they generate actions without evaluating action quality, leading to irreversible errors that cascade through subsequent steps.…

Artificial Intelligence · Computer Science 2026-05-29 Rongqian Chen , Yu Li , Zeyu Fang , Sizhe Tang , Weidong Cao , Tian Lan

We interact with computers on an everyday basis, be it in everyday life or work, and many aspects of work can be done entirely with access to a computer and the Internet. At the same time, thanks to improvements in large language models…

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