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The rapid advancement of Large Language Models (LLMs) in software engineering has revealed critical limitations in existing benchmarks, particularly the widely used SWE-bench dataset. Recent studies have uncovered severe data contamination…

Language agents increasingly act as web-enabled systems that search, browse, and synthesize information from diverse sources. However, these sources can include unreliable or adversarial content, and the robustness of agents to adversarial…

Artificial Intelligence · Computer Science 2026-03-03 Shrey Shah , Levent Ozgur

This paper presents a fresh perspective on the role of saliency maps in weakly-supervised semantic segmentation (WSSS) and offers new insights and research directions based on our empirical findings. We conduct comprehensive experiments and…

Computer Vision and Pattern Recognition · Computer Science 2024-04-03 Beomyoung Kim , Donghyun Kim , Sung Ju Hwang

Personalization is becoming very important direction in semantic web search for the users that needs to find appropriate information. In this paper, a classification of web personalization is proposed and semantic web search tools are…

Information Retrieval · Computer Science 2022-03-28 Mariya Evtimova-Gardair , Ivan Momtchev

Over the past decade, Knowledge Graphs have received enormous interest both from industry and from academia. Research in this area has been driven, above all, by the Database (DB) community and the Semantic Web (SW) community. However,…

Databases · Computer Science 2023-07-13 Renzo Angles , Georg Gottlob , Aleksandar Pavlovic , Reinhard Pichler , Emanuel Sallinger

The Semantic Web through technologies such to support the canonical representation information and presenting it to users in a method by which its meaning can be understood or at least communi- cated and interpreted by all parties. As the…

Networking and Internet Architecture · Computer Science 2008-08-12 Ian Oliver , Jukka Honkola

In recent years, the rapid expansion of Internet of Things (IoT) nodes and devices has seamlessly integrated technology into everyday life, amplifying the demand for optimized computing solutions. To meet the critical Quality of Service…

Networking and Internet Architecture · Computer Science 2025-02-25 Iqra Batool , Sania Kanwal

Semantic Web is, without a doubt, gaining momentum in both industry and academia. The word "Semantic" refers to "meaning" - a semantic web is a web of meaning. In this fast changing and result oriented practical world, gone are the days…

Information Retrieval · Computer Science 2015-03-17 Siddharth Gupta , Narina Thakur

The convergence of artificial intelligence, cyber-physical systems, and cross-enterprise data ecosystems has propelled industrial intelligence to unprecedented scales. Yet, the absence of a unified trust foundation across data, services,…

Computational Engineering, Finance, and Science · Computer Science 2026-01-09 Hailiang Zhao , Ziqi Wang , Daojiang Hu , Zhiwei Ling , Wenzhuo Qian , Jiahui Zhai , Yuhao Yang , Zhipeng Gao , Mingyi Liu , Kai Di , Xinkui Zhao , Zhongjie Wang , Jianwei Yin , MengChu Zhou , Shuiguang Deng

Semantic Web is an open, distributed, and dynamic environment where access to resources cannot be controlled in a safe manner unless the access decision takes into account during discovery of web services. Security becomes the crucial…

Other Computer Science · Computer Science 2011-05-03 Mandeep Kaur Gondara

In large-scale image retrieval, many indexing methods have been proposed to narrow down the searching scope of retrieval. The features extracted from images usually are of high dimensions or unfixed sizes due to the existence of key points.…

Computer Vision and Pattern Recognition · Computer Science 2021-09-15 Ying Wang , Tingzhen Liu , Zepeng Bu , Yuhui Huang , Lizhong Gao , Qiao Wang

The rise of large language models (LLMs) has led to dramatic improvements across a wide range of natural language tasks. Their performance on certain tasks can be further enhanced by incorporating test-time reasoning techniques. These…

Software Engineering · Computer Science 2026-01-13 Saurabh Pujar , Ira Ceka , Irene Manotas , Gail Kaiser , Baishakhi Ray , Shyam Ramji

Previous studies have shown that high-quality code comments assist developers in program comprehension and maintenance tasks. However, the semi-structured nature of comments, unclear conventions for writing good comments, and the lack of…

Software Engineering · Computer Science 2021-07-27 Pooja Rani

Semi-supervised learning (SSL) has witnessed great progress with various improvements in the self-training framework with pseudo labeling. The main challenge is how to distinguish high-quality pseudo labels against the confirmation bias.…

Machine Learning · Computer Science 2024-02-21 Siyuan Li , Weiyang Jin , Zedong Wang , Fang Wu , Zicheng Liu , Cheng Tan , Stan Z. Li

Scientific publishing seems to be at a turning point. Its paradigm has stayed basically the same for 300 years but is now challenged by the increasing volume of articles that makes it very hard for scientists to stay up to date in their…

Digital Libraries · Computer Science 2019-10-09 Cristina-Iulia Bucur , Tobias Kuhn , Davide Ceolin

Measuring the similarities between objects in information networks has fundamental importance in recommendation systems, clustering and web search. The existing metrics depend on the meta path or meta structure specified by users. In this…

Databases · Computer Science 2018-01-30 Yu Zhou , Jianbin Huang , Heli Sun

Automatic and accurate classification of items enables numerous downstream applications in many domains. These applications can range from faceted browsing of items to product recommendations and big data analytics. In the online…

Artificial Intelligence · Computer Science 2016-09-21 Yun Zhu , Faizan Javed , Ozgur Ozturk

Semantic Web of Things (SWoT) applications focus on providing a wide-scale interoperability that allows the sharing of IoT devices across domains and the reusing of available knowledge on the web. However, the application development is…

Other Computer Science · Computer Science 2016-09-29 Pankesh Patel , Amelie Gyrard , Dhavalkumar Thakker , Amit Sheth , Martin Serrano

Wireless Sensor Networks(WSN) are a today technology with great practicability in the real world. We focus on describing WSN architecture, regarding usefulness in constructions like structural health monitoring and importance, and…

Signal Processing · Electrical Eng. & Systems 2018-08-06 Daniel-Ioan Curiac , Ovidiu Banias , Ioan Borza

Large Language Models (LLMs) are rapidly becoming ubiquitous both as stand-alone tools and as components of current and future software systems. To enable usage of LLMs in the high-stake or safety-critical systems of 2030, they need to…

Software Engineering · Computer Science 2024-06-13 Sinclair Hudson , Sophia Jit , Boyue Caroline Hu , Marsha Chechik