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Traditional AI-based healthcare systems often rely on single-modal data, limiting diagnostic accuracy due to incomplete information. However, recent advancements in foundation models show promising potential for enhancing diagnosis…

人工智能 · 计算机科学 2025-03-24 Sihan Wang , Suiyang Jiang , Yibo Gao , Boming Wang , Shangqi Gao , Xiahai Zhuang

The proliferation of large language models (LLMs) has accelerated the adoption of agent-based workflows, where multiple autonomous agents reason, invoke functions, and collaborate to compose complex data pipelines. However, current…

数据库 · 计算机科学 2025-12-15 Zoi Kaoudi , Ioana Giurgiu

Large language model (LLM)-based agents have demonstrated remarkable capabilities in addressing complex tasks, thereby enabling more advanced information retrieval and supporting deeper, more sophisticated human information-seeking…

人工智能 · 计算机科学 2025-11-11 Yuyang Zhao , Wentao Shi , Fuli Feng , Xiangnan He

Artificial Intelligence (AI) agents capable of autonomous learning and independent decision-making hold great promise for addressing complex challenges across various critical infrastructure domains, including transportation, energy…

多智能体系统 · 计算机科学 2025-07-02 Hepeng Li , Yuhong Liu , Jun Yan , Jie Gao , Xiaoou Yang

Large-scale telecom and datacenter infrastructures rely on multi-layered service and resource models, where failures propagate across physical and logical components and affect multiple customers. Traditional approaches to root cause…

人工智能 · 计算机科学 2026-01-13 Nicolas Tacheny

The rapid growth in the volume, variety, and velocity of geospatial data has created data ecosystems that are highly distributed, heterogeneous, and semantically inconsistent. Existing data catalogs, portals, and infrastructures still rely…

人工智能 · 计算机科学 2026-03-25 Ruixiang Liu , Zhenlong Li , Ali Khosravi Kazazi

We present an architecture for ad hoc teamwork, which refers to collaboration in a team of agents without prior coordination. State of the art methods for this problem often include a data-driven component that uses a long history of prior…

人工智能 · 计算机科学 2022-10-20 Hasra Dodampegama , Mohan Sridharan

Significant digitalization of financial services in a short period of time has led to an urgent demand to have autonomous, transparent and real-time credit risk decision making systems. The traditional machine learning models are effective…

人工智能 · 计算机科学 2026-01-06 Chandra Sekhar Kubam

The rapid development of large language model (LLM)-based agents has unlocked new possibilities for autonomous multi-turn reasoning and tool-augmented decision-making. However, their real-world deployment is hindered by severe…

Modern distributed software systems often operate in dynamic environments in which operation conditions change continuously and subsystems may come and go at will, e.g. intelligent traffic management and multi-robot systems. To manage these…

多智能体系统 · 计算机科学 2019-09-10 Danny Weyns , Flavio Oquendo

Proactivity is a core expectation for AGI. Prior work remains largely confined to laboratory settings, leaving a clear gap in real-world proactive agent: depth, complexity, ambiguity, precision and real-time constraints. We study this…

Coding agents are rapidly changing the landscape of software development, moving from inline completion to autonomous systems that edit repositories, open pull requests, respond to issues, and run scheduled or webhook triggered routines…

软件工程 · 计算机科学 2026-05-11 Nghi D. Q. Bui , Georgios Evangelopoulos

As AI systems increasingly become embedded in interactive and im-mersive artistic environments, artists and technologists are discovering new opportunities to engage with their interpretive and autonomous capacities as creative…

人机交互 · 计算机科学 2026-02-09 Pavlos Panagiotidis , Jocelyn Spence , Nils Jaeger , Paul Tennent

Agentic visual analytics (VA) represents an emerging class of systems in which large language model (LLM)-driven agents autonomously plan, execute, evaluate, and iterate across the full visual analytics pipeline. By shifting users from…

数据库 · 计算机科学 2026-04-20 Tianqi Luo , Leixian Shen , Yuyu Luo

The increasing complexity and scale of modern telecommunications networks demand intelligent automation to enhance efficiency, adaptability, and resilience. Agentic AI has emerged as a key paradigm for intelligent communications and…

网络与互联网体系结构 · 计算机科学 2025-02-25 Ruichen Zhang , Shunpu Tang , Yinqiu Liu , Dusit Niyato , Zehui Xiong , Sumei Sun , Shiwen Mao , Zhu Han

The development of artificial intelligence systems is transitioning from creating static, task-specific models to dynamic, agent-based systems capable of performing well in a wide range of applications. We propose an Interactive Agent…

Cloud computing is a model for enabling on-demand network access to a shared pool of computing resources, that can be dynamically allocated and released with minimal effort. However, this task can be complex in highly dynamic environments…

分布式、并行与集群计算 · 计算机科学 2018-10-18 Merzoug Soltane , Yudith Cardinale , Rafael Angarita , Philippe Rosse , Marta Rukoz , Derdour Makhlouf , Kazar Okba

Individual business processes have been changing since the Internet was created, and they are now oriented towards a more distributed and collaborative business model, in an e-commerce environment that adapts itself to the competitive and…

多智能体系统 · 计算机科学 2021-10-18 Carlos R. Jaimez-González , Wulfrano A. Luna-Ramírez

Autonomous agent frameworks still struggle to reconcile long-term experiential learning with real-time, context-sensitive decision-making. In practice, this gap appears as static cognition, rigid workflow dependence, and inefficient context…

人工智能 · 计算机科学 2026-03-11 Xiaoxing Wang , Ning Liao , Shikun Wei , Chen Tang , Feiyu Xiong

In this paper, we propose to develop service model architecture by merging multi-agentsystems and semantic web technology. The proposed architecture works in two stages namely, Query Identification and Solution Development. A person…

多智能体系统 · 计算机科学 2012-09-03 Muneendra Ojha