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Ontologies have been known for their semantic representation of knowledge. ontologies cannot automatically evolve to reflect updates that occur in respective domains. To address this limitation, researchers have called for automatic…

人工智能 · 计算机科学 2022-01-19 Samaa Elnagar , Victoria Yoon , Manoj A. Thomas

Recent advancements in graph-based analysis and solutions of instantly decodable network coding (IDNC) trigger the interest to extend them to more complicated opportunistic network coding (ONC) scenarios, with limited increase in…

In this work, we propose CODE, an extension of existing work from the field of explainable AI that identifies class-specific recurring patterns to build a robust Out-of-Distribution (OoD) detection method for visual classifiers. CODE does…

计算机视觉与模式识别 · 计算机科学 2023-11-23 Romain Xu-Darme , Julien Girard-Satabin , Darryl Hond , Gabriele Incorvaia , Zakaria Chihani

Developing ontologies can be expensive, time-consuming, as well as difficult to develop and maintain. This is especially true for more expressive and/or larger ontologies. Some ontologies are, however, relatively repetitive, reusing design…

计算工程、金融与科学 · 计算机科学 2013-12-03 Jennifer D. Warrender , Phillip Lord

This works considers challenges of building and usage a formal knowledge base (model), which unites the ATT&CK, CAPEC, CWE, CVE security enumerations. The proposed model can be used to learn relations between attack techniques, attack…

密码学与安全 · 计算机科学 2021-12-09 Andrei Brazhuk

Ontologies are key enablers for sharing precise and machine-understandable semantics among different applications and parties. Yet, for ontologies to meet these expectations, their quality must be of a good standard. The quality of an…

人工智能 · 计算机科学 2012-07-13 Mutaz M. Al-Debei , Mohammad Mourhaf Al Asswad , Sergio de Cesare , Mark Lycett

Several approaches have been developed that generate embeddings for Description Logic ontologies and use these embeddings in machine learning. One approach of generating ontologies embeddings is by first embedding the ontologies into a…

人工智能 · 计算机科学 2023-05-12 Fernando Zhapa-Camacho , Robert Hoehndorf

The preservation of intangible cultural heritage is a critical challenge as collective memory fades over time. While Large Language Models (LLMs) offer a promising avenue for generating engaging narratives, their propensity for factual…

人工智能 · 计算机科学 2026-04-06 Naga Sowjanya Barla , Jacopo de Berardinis

This paper presents our experience on building RDF knowledge graphs for an industrial use case in the legal domain. The information contained in legal information systems are often accessed through simple keyword interfaces and presented as…

This paper designs and implements an explainable recommendation model that integrates knowledge graphs with structure-aware attention mechanisms. The model is built on graph neural networks and incorporates a multi-hop neighbor aggregation…

信息检索 · 计算机科学 2025-10-14 Shuangquan Lyu , Ming Wang , Huajun Zhang , Jiasen Zheng , Junjiang Lin , Xiaoxuan Sun

Software design patterns are standard solutions to common problems in software design and architecture. Knowing that a particular module implements a design pattern is a shortcut to design comprehension. Manually detecting design patterns…

软件工程 · 计算机科学 2021-12-03 Najam Nazar , Aldeida Aleti , Yaokun Zheng

Recent years have witnessed the successful application of low-dimensional vector space representations of knowledge graphs to predict missing facts or find erroneous ones. However, it is not yet well-understood to what extent ontological…

人工智能 · 计算机科学 2018-08-22 Víctor Gutiérrez-Basulto , Steven Schockaert

The RDF data model facilitates integration of diverse data available in structured and semi-structured formats. To obtain an RDF graph with a low amount of errors and internal redundancy, the chosen ontology must be consistently applied.…

数据库 · 计算机科学 2019-11-11 Jesse C. J. van Dam , Jasper J. Koehorst , Peter J. Schaap , Maria Suarez-Diez

Empirical data plays an important role in evolutionary computation research. To make better use of the available data, ontologies have been proposed in the literature to organize their storage in a structured way. However, the full…

神经与进化计算 · 计算机科学 2023-01-25 Ana Kostovska , Diederick Vermetten , Sašo Džeroski , Panče Panov , Tome Eftimov , Carola Doerr

Ontology-based approaches for predicting gene-disease associations include the more classical semantic similarity methods and more recently knowledge graph embeddings. While semantic similarity is typically restricted to hierarchical…

机器学习 · 计算机科学 2021-06-01 Susana Nunes , Rita T. Sousa , Catia Pesquita

The rise of digitization of cultural documents offers large-scale contents, opening the road for development of AI systems in order to preserve, search, and deliver cultural heritage. To organize such cultural content also means to classify…

机器学习 · 计算机科学 2021-05-26 Cheikh Brahim El Vaigh , Noa Garcia , Benjamin Renoust , Chenhui Chu , Yuta Nakashima , Hajime Nagahara

Pattern-based, modular ontologies have several beneficial properties that lend themselves to FAIR data practices, especially as it pertains to Interoperability and Reusability. However, developing such ontologies has a high upfront cost,…

人工智能 · 计算机科学 2019-04-12 Cogan Shimizu , Quinn Hirt , Pascal Hitzler

Nowadays many software development frameworks implement Behavior-Driven Development (BDD) as a mean of automating the test of interactive systems under construction. Automated testing helps to simulate user's action on the User Interface…

人机交互 · 计算机科学 2019-05-27 Thiago Rocha , Jean-Luc Hak , Marco Winckler

ChatGPT said: Text-attributed graphs, where nodes and edges contain rich textual information, are widely used across diverse domains. A central challenge in this setting is question answering, which requires jointly leveraging unstructured…

计算与语言 · 计算机科学 2025-12-23 Lihui Liu

Retrieval-Augmented Generation (RAG) is widely used to ground large language models in external knowledge sources. However, when applied to heterogeneous corpora and multi-step queries, Naive RAG pipelines often degrade in quality due to…

信息检索 · 计算机科学 2026-04-10 Valeriy Kovalskiy , Nikita Belov , Nikita Miteyko , Igor Reshetnikov , Max Maximov