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Deep learning-empowered semantic communication is regarded as a promising candidate for future 6G networks. Although existing semantic communication systems have achieved superior performance compared to traditional methods, the end-to-end…

人工智能 · 计算机科学 2023-11-07 Peng Yi , Yang Cao , Xin Kang , Ying-Chang Liang

Foundation models (FMs), including large language models, have become increasingly popular due to their wide-ranging applicability and ability to understand human-like semantics. While previous research has explored the use of FMs in…

信号处理 · 电气工程与系统科学 2024-10-28 Peiwen Jiang , Chao-Kai Wen , Xinping Yi , Xiao Li , Shi Jin , Jun Zhang

The rise of (multimodal) large language models (LLMs) has shed light on software agent -- where software can understand and follow user instructions in natural language. However, existing approaches such as API-based and GUI-based agents…

软件工程 · 计算机科学 2025-02-10 Mengwei Xu

The microservice software architecture leverages the idea of splitting large monolithic applications into multiple smaller services that interact using lightweight communication schemes. While the microservice architecture has proven its…

分布式、并行与集群计算 · 计算机科学 2025-03-06 Dāvis Kažemaks , Jérémie Decouchant

Cross-organizational collaboration in Model-Based Systems Engineering (MBSE) faces many challenges in achieving semantic alignment across independently developed system models. SysML v2 introduces enhanced structural modularity and formal…

软件工程 · 计算机科学 2026-02-13 Zirui Li , Stephan Husung , Haoze Wang

Dataspaces have recently gained adoption across various sectors, including traditionally less digitized domains such as culture. Leveraging Semantic Web technologies helps to make dataspaces FAIR, but their complexity poses a significant…

Representing knowledge with the use of ontology description languages offers several advantages arising from knowledge reusability, possibilities of carrying out reasoning processes and the use of existing concepts of knowledge integration.…

多智能体系统 · 计算机科学 2013-04-09 Anna Zygmunt , Jarosław Koźlak , Leszek Siwik

We study the formalization of a collection of documents created for a Software Engineering project from an MKM perspective. We analyze how document and collection markup formats can cope with an open-ended, multi-dimensional space of…

数字图书馆 · 计算机科学 2010-04-29 Andrea Kohlhase , Michael Kohlhase , Christoph Lange

The emergence of the semantic-aware paradigm presents opportunities for innovative services, especially in the context of 6G-based applications. Although significant progress has been made in semantic extraction techniques, the…

网络与互联网体系结构 · 计算机科学 2024-07-08 Hamidreza Mazandarani , Masoud Shokrnezhad , Tarik Taleb

While semantic communication (SemCom) has recently demonstrated great potential to enhance transmission efficiency and reliability by leveraging machine learning (ML) and knowledge base (KB), there is a lack of mathematical modeling to…

网络与互联网体系结构 · 计算机科学 2025-04-22 Shuheng Hua , Yao Sun , Kairong Ma , Dusit Niyato , Muhammad Ali Imran

The large availability of datasets fosters the use of \acrshort{ml} and \acrshort{ai} technologies to gather insights, study trends, and predict unseen behaviours out of the world of data. Today, gathering and integrating data from…

数据库 · 计算机科学 2022-03-21 Marco Ripamonti , Flavio De Paoli , Matteo Palmonari

Artificial intelligence (AI) promises to revolutionize the design, optimization and management of next-generation communication systems. In this article, we explore the integration of large AI models (LAMs) into semantic communications…

人工智能 · 计算机科学 2025-03-31 Wanli Ni , Zhijin Qin , Haofeng Sun , Xiaoming Tao , Zhu Han

While new ways to use the Semantic Web are developed every week, which allow the user to find information on web more accurately - for example in search engines - some sophisticated pragmatic tools are becoming more important - for example…

信息检索 · 计算机科学 2013-07-02 Fabrizio M. A. Lolli

The emergence of large-language models (LLMs) has enabled a new class of semantic data processing systems (SDPSs) to support declarative queries against unstructured documents. Existing SDPSs are, however, lacking a unified algebraic…

数据库 · 计算机科学 2025-09-03 Changjae Lee , Zhuoyue Zhao , Jinjun Xiong

The rapid development of AI and LLMs has driven new methods of SDLC, in which a large portion of code, technical, and business documentation is generated automatically. However, since there is no single architectural framework that can…

软件工程 · 计算机科学 2026-04-02 Oleg Grynets , Vasyl Lyashkevych

Machine learning (ML) techniques are enjoying rapidly increasing adoption. However, designing and implementing the systems that support ML models in real-world deployments remains a significant obstacle, in large part due to the radically…

Modern enterprise computing systems integrate numerous subsystems to resolve a common task by yielding emergent behavior. A widespread approach is using services implemented with Web technologies like REST or OpenAPI, which offer an…

软件工程 · 计算机科学 2025-07-29 Robin D. Pesl

A major hurdle for students and professional software developers who want to enter the world of machine learning (ML), is mastering not just the scientific background but also the available ML APIs. Therefore, we address the challenge of…

软件工程 · 计算机科学 2022-04-07 Lars Reimann , Günter Kniesel-Wünsche

The integration of Large Language Models (LLMs) into software engineering has driven a transition from traditional rule-based systems to autonomous agentic systems capable of solving complex problems. However, systematic progress is…

The ubiquity of payment networks generates vast transactional data encoding rich consumer and merchant behavioral patterns. Recent foundation models for transaction analysis process tabular data sequentially but rely on index-based…

计算与语言 · 计算机科学 2026-01-12 Xiran Fan , Zhimeng Jiang , Chin-Chia Michael Yeh , Yuzhong Chen , Yingtong Dou , Menghai Pan , Yan Zheng