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The Internet of Things (IoT) has enabled diverse devices to communicate over the Internet, yet the fragmentation of IoT systems limits seamless data sharing and coordinated management. We have recently introduced SensorsConnect, a unified…

Networking and Internet Architecture · Computer Science 2025-03-18 Abdelrahman Elewah , Khalid Elgazzar

The tasks of semantic web service (discovery, selection, composition, and execution) are supposed to enable seamless interoperation between systems, whereby human intervention is kept at a minimum. In the field of Web service description…

Artificial Intelligence · Computer Science 2013-10-29 Thabet Slimani

Recent multi-agent frameworks built upon large language models (LLMs) have demonstrated remarkable capabilities in complex task planning. However, in real-world enterprise environments, business workflows are typically composed through…

Multiagent Systems · Computer Science 2025-08-28 Yiming Xiong , Jian Wang , Bing Li , Yuhan Zhu , Yuqi Zhao

Agent technology is a software paradigm that permits to implement large and complex distributed applications. In order to assist the development of multi-agent systems, agent-oriented methodologies (AOM) have been created in the last years…

Software Engineering · Computer Science 2014-03-13 Mohamed Garoui , Belhassen Mazigh , Béchir El Ayeb , Abderrafiaa Koukam

Agentic discovery has shown that LLM-driven search can find novel algorithms, designs, and code under benchmark conditions. Translating the paradigm to multi-system data backends surfaces a harder problem: the search space is heterogeneous,…

Artificial Intelligence · Computer Science 2026-05-27 Shanshan Ye , Duo Lu

Service-Oriented Applications (SOA) are being regarded as the main pragmatic solution for distributed environments. In such systems, however each service responds the user request independently, it is essential to compose them for…

Software Engineering · Computer Science 2012-10-15 Mahdi Bakhshi , Mohsen Hashemi

Autonomous Driving (AD) systems rely on AI components to make safety and correct driving decisions. Unfortunately, today's AI algorithms are known to be generally vulnerable to adversarial attacks. However, for such AI component-level…

AI Agents are changing the way work gets done, both in consumer and enterprise domains. However, the design patterns and architectures to build highly capable agents or multi-agent systems are still developing, and the understanding of the…

Artificial Intelligence · Computer Science 2024-07-19 Tamer Abuelsaad , Deepak Akkil , Prasenjit Dey , Ashish Jagmohan , Aditya Vempaty , Ravi Kokku

In this paper, we propose a Retrieval Augmented Generation (RAG) agent that maps natural language queries about research topics to precise, machine-interpretable semantic entities. Our approach combines RAG with Socratic dialogue to align a…

Computation and Language · Computer Science 2025-02-24 Lew Lefton , Kexin Rong , Chinar Dankhara , Lila Ghemri , Firdous Kausar , A. Hannibal Hamdallahi

An Intelligent Personal Agent (IPA) is an agent that has the purpose of helping the user to gain information through reliable resources with the help of knowledge navigation techniques and saving time to search the best content. The agent…

Artificial Intelligence · Computer Science 2017-05-01 Amit Kumar , Rahul Dutta , Harbhajan Rai

Due to the increasing complexity and heterogeneity of contemporary Command, Control, Communications, Computers, & Intelligence systems at all levels within military organizations, the adoption of the Service Oriented Architectures (SOA)…

When users work with AI agents, they form conscious or subconscious expectations of them. Meeting user expectations is crucial for such agents to engage in successful interactions and teaming. However, users may form expectations of an…

Artificial Intelligence · Computer Science 2025-09-26 Akkamahadevi Hanni , Jonathan Montaño , Yu Zhang

Cybersecurity decision-making increasingly occurs in environments characterized by uncertainty, partial observability, and adversarial manipulation, where heterogeneous signals from multiple sources are often incomplete, ambiguous, or…

Cryptography and Security · Computer Science 2026-05-01 Andrei Kojukhov , Arkady Bovshover

The rise of large model-based AI agents has spurred interest in Multi-Agent Systems (MAS) for their capabilities in decision-making, collaboration, and adaptability. While the Model Context Protocol (MCP) addresses tool invocation and data…

Artificial Intelligence · Computer Science 2025-05-14 Yuhan Zhu , Haojie Liu , Jian Wang , Bing Li , Zikang Yin , Yefei Liao

Information and communication technologies are moving towards a new stage where applications will be dynamically deployed, uninstalled, updated and (re)configured. Several approaches have been followed with the goal of creating a fully…

Networking and Internet Architecture · Computer Science 2007-05-23 Jose L. Ruiz , Juan C. Duenas , Fernando Usero , Cristina Diaz

This paper presents first successful steps in designing search agents that learn meta-strategies for iterative query refinement in information-seeking tasks. Our approach uses machine reading to guide the selection of refinement terms from…

The Semantic Table Annotation (STA) task, which includes Column Type Annotation (CTA) and Cell Entity Annotation (CEA), maps table contents to ontology entities and plays important roles in various semantic applications. However, complex…

Computation and Language · Computer Science 2025-08-19 Yilin Geng , Shujing Wang , Chuan Wang , Keqing He , Yanfei Lv , Ying Wang , Zaiwen Feng , Xiaoying Bai

Addressing intricate real-world problems necessitates in-depth information seeking and multi-step reasoning. Recent progress in agentic systems, exemplified by Deep Research, underscores the potential for autonomous multi-step research. In…

Computation and Language · Computer Science 2025-08-12 Jialong Wu , Baixuan Li , Runnan Fang , Wenbiao Yin , Liwen Zhang , Zhengwei Tao , Dingchu Zhang , Zekun Xi , Gang Fu , Yong Jiang , Pengjun Xie , Fei Huang , Jingren Zhou

The motivation, concept, design and implementation of latent semantic search for search engines have limited semantic search, entity extraction and property attribution features, have insufficient accuracy and response time of latent…

Information Retrieval · Computer Science 2019-12-03 Anton Kolonin

We present Federation of Agents (FoA), a distributed orchestration framework that transforms static multi-agent coordination into dynamic, capability-driven collaboration. FoA introduces Versioned Capability Vectors (VCVs): machine-readable…