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Computers, Volume 14, Issue 12

2025 December - 65 articles

Cover Story: Entity resolution in administrative and census data is challenged by noise, ambiguity, and limited interpretability in monolithic AI systems. This work introduces a multi-agent Retrieval-Augmented Generation (RAG) framework that decomposes entity resolution into specialized, cooperating agents for direct matching, relational inference, household discovery, and movement detection. Orchestrated using LangGraph, the framework integrates deterministic preprocessing with LLM-driven reasoning and evidence-grounded retrieval. Experimental results demonstrate improved accuracy, reduced API usage, and fully traceable decision paths compared to single-LLM approaches. The proposed architecture offers a scalable and interpretable foundation for next-generation entity resolution across census, healthcare, and administrative data domains. View this paper
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Articles (65)

  • Article
  • Open Access
1 Citations
1,501 Views
21 Pages

Blockchain Variables and Possible Attacks: A Technical Survey

  • Andrei Alexandru Bordeianu and
  • Daniela Elena Popescu

18 December 2025

Blockchain technology has rapidly evolved as a cornerstone of decentralized computing, transforming how trust, data integrity, and transparency are achieved in digital ecosystems. However, despite extensive adoption, significant gaps remain in unders...

  • Article
  • Open Access
632 Views
26 Pages

FastTree-Guided Genetic Algorithm for Credit Scoring Feature Selection

  • Rashed Bahlool,
  • Nabil Hewahi and
  • Youssef Harrath

18 December 2025

Feature selection is pivotal in enhancing the efficiency of credit scoring predictions, where misclassifications are critical because they can result in financial losses for lenders and exclusion of eligible borrowers. While traditional feature selec...

  • Article
  • Open Access
463 Views
22 Pages

Intelligent Identification of Rural Productive Landscapes in Inner Mongolia

  • Xin Tian,
  • Nan Li,
  • Nisha Ai,
  • Songhua Gao and
  • Chen Li

17 December 2025

Productive landscapes are an important part of intangible cultural heritage, and their protection and inheritance are of great significance to the prosperity and sustainable development of national culture. It not only reflects the wisdom accumulated...

  • Article
  • Open Access
494 Views
16 Pages

Error-Guided Multimodal Sample Selection with Hallucination Suppression for LVLMs

  • Huanyu Cheng,
  • Linjiang Shang,
  • Xikang Chen,
  • Tao Feng and
  • Yin Zhang

17 December 2025

Building high-quality multimodal instruction datasets is often time-consuming and costly. Recent studies have shown that a small amount of carefully selected high-quality data can be more effective for improving LVLM performance than large volumes of...

  • Article
  • Open Access
801 Views
15 Pages

Collaborative AI-Integrated Model for Reviewing Educational Literature

  • María-Obdulia González-Fernández,
  • Manuela Raposo-Rivas,
  • Ana-Belén Pérez-Torregrosa and
  • Paula Quadros-Flores

17 December 2025

The increasing complexity of networked research demands approaches that combine rigor, efficiency, and collaboration. In this context, artificial intelligence (AI) emerges as a strategic ally in the analysis and organization of scientific literature,...

  • Article
  • Open Access
657 Views
37 Pages

17 December 2025

Time-series classification (TSC) is an important task across sciences. Symbolic representations (especially SFA) are very effective at combating noise. In this paper, we employ symbolic representations to create state-of-the-art time-series classifie...

  • Article
  • Open Access
738 Views
21 Pages

Beyond the Norm: Unsupervised Anomaly Detection in Telecommunications with Mahalanobis Distance

  • Aline Mefleh,
  • Michal Patryk Debicki,
  • Ali Mubarak,
  • Maroun Saade and
  • Nathanael Weill

17 December 2025

Anomaly Detection (AD) in telecommunication networks is critical for maintaining service reliability and performance. However, operational networks present significant challenges: high-dimensional Key Performance Indicator (KPI) data collected from t...

  • Article
  • Open Access
1 Citations
718 Views
18 Pages

Energy-Efficient Container Scheduling Based on Deep Reinforcement Learning in Data Centers

  • Zhuohui Li,
  • Shaofeng Zhang,
  • Yiqian Li,
  • Xingchen Liu,
  • Junyang Huang and
  • Jinlong Hu

17 December 2025

As data centers become essential large-scale infrastructures for data processing and intelligent computing, the efficiency of their internal scheduling systems is critical for both service quality and energy consumption. The performance of these sche...

  • Article
  • Open Access
624 Views
33 Pages

Micro-Expression Recognition Using Transformers Neural Networks

  • Rodolfo Romero-Herrera,
  • Franco Tadeo Sánchez García,
  • Nathan Arturo Álvarez Peñaloza,
  • Billy Yong Le López Lin and
  • Edwin Josué Juárez Utrilla

16 December 2025

A person’s face can reveal their mood, and microexpressions, although brief and involuntary, are also authentic. People can recognize facial gestures; however, their accuracy is inconsistent, highlighting the importance of objective computation...

  • Article
  • Open Access
407 Views
27 Pages

16 December 2025

Historical inference attacks pose a critical privacy threat in mobile edge computing (MEC), where adversaries exploit long-term task and location patterns to infer users’ sensitive information. To address this challenge, we propose a privacy-pr...

  • Article
  • Open Access
426 Views
14 Pages

Optimizing Cloudlets for Faster Feedback in LLM-Based Code-Evaluation Systems

  • Daniel-Florin Dosaru,
  • Alexandru-Corneliu Olteanu and
  • Nicolae Țăpuș

16 December 2025

This paper addresses the challenge of optimizing cloudlet resource allocation in a code evaluation system. The study models the relationship between system load and response time when users submit code to an online code-evaluation platform, LambdaChe...

  • Article
  • Open Access
424 Views
20 Pages

Design of a Digital Personnel Management System for Swine Farms

  • Zhenyu Jiang,
  • Enli Lyu,
  • Weijia Lin,
  • Xinyuan He,
  • Ziwei Li and
  • Zhixiong Zeng

15 December 2025

To prevent swine fever transmission, swine farms in China adopt enclosed management, making strict farm personnel biosecurity essential for minimizing the risk of pathogen introduction. However, current shower-in procedures and personnel movement rec...

  • Article
  • Open Access
791 Views
15 Pages

15 December 2025

Educational chatbots are increasingly deployed to scaffold student learning, yet educators lack scalable ways to assess the cognitive depth of these dialogues in situ. Bloom’s taxonomy provides a principled lens for characterizing reasoning, bu...

  • Article
  • Open Access
481 Views
27 Pages

Comparative Analysis of Neural Network Models for Predicting Peach Maturity on Tabular Data

  • Dejan Ljubobratović,
  • Marko Vuković,
  • Marija Brkić Bakarić,
  • Tomislav Jemrić and
  • Maja Matetić

13 December 2025

Peach maturity at harvest is a critical factor influencing fruit quality and postharvest life. Traditional destructive methods for maturity assessment, although effective, compromise fruit integrity and are unsuitable for practical implementation in...

  • Review
  • Open Access
1,358 Views
35 Pages

12 December 2025

Human–computer interaction (HCI) is essential for optimizing smart greenhouse management and for fostering efficient and sustainable agricultural practices. A synthesis of recent advancements in diverse interfaces, including digital twins, virt...

  • Article
  • Open Access
1,173 Views
33 Pages

Hybrid LLM-Assisted Fault Diagnosis Framework for 5G/6G Networks Using Real-World Logs

  • Aymen D. Salman,
  • Akram T. Zeyad,
  • Shereen S. Jumaa,
  • Safanah M. Raafat,
  • Fanan Hikmat Jasim and
  • Amjad J. Humaidi

12 December 2025

This paper presents Hy-LIFT (Hybrid LLM-Integrated Fault Diagnosis Toolkit), a multi-stage framework for interpretable and data-efficient fault diagnosis in 5G/6G networks that integrates a high-precision interpretable rule-based engine (IRBE) for kn...

  • Article
  • Open Access
646 Views
24 Pages

Hybrid Methods for Automatic Collocation Extraction in Building a Learners’ Dictionary of Italian

  • Damiano Perri,
  • Osvaldo Gervasi,
  • Sergio Tasso,
  • Stefania Spina,
  • Irene Fioravanti,
  • Fabio Zanda and
  • Luciana Forti

12 December 2025

The automatic construction of learners’ dictionaries requires robust methods for identifying non-literal word combinations, or collocations, which represent a significant challenge for second-language (L2) learners. This paper addresses the cri...

  • Article
  • Open Access
1,073 Views
24 Pages

A Secure Blockchain-Based MFA Dynamic Mechanism

  • Vassilis Papaspirou,
  • Ioanna Kantzavelou,
  • Yagmur Yigit,
  • Leandros Maglaras and
  • Sokratis Katsikas

12 December 2025

Authentication mechanisms attract considerable research interest due to the protective role they offer, and when they fail, the system becomes vulnerable and immediately exposed to attacks. Blockchain technology was recently incorporated to enhance a...

  • Article
  • Open Access
486 Views
30 Pages

11 December 2025

The Internet of Medical Things (IoMT) improves healthcare delivery through many medical applications. Because of medical data sensitivity and limited resources of wearable technology, privacy and security are significant challenges. Traditional encry...

  • Article
  • Open Access
437 Views
29 Pages

11 December 2025

To address the problems of dynamic brightness imbalance in image sequences and blurred object edges in multi-temporal infrared image generation, we propose an improved multi-temporal infrared image generation model based on CLE Diffusion. First, the...

  • Article
  • Open Access
781 Views
30 Pages

Digital Tech Integration in Industrial Engineer Training via Affordable Academic Tools

  • Lidia M. Belmonte,
  • Eva Segura,
  • José L. Gómez-Sirvent,
  • Francisco López de la Rosa,
  • Javier de las Morenas,
  • Antonio Fernández-Caballero and
  • Rafael Morales

11 December 2025

The rapid advancement of Industry 4.0 and digital transformation is significantly impacting various sectors. Enabling digital technologies, such as big data, machine learning, and the Internet of Things, is becoming increasingly prevalent in industry...

  • Article
  • Open Access
2 Citations
1,225 Views
18 Pages

Enhancing Language Learning with Generative AI: The Case of the OpenLang Network Platform

  • Alexander Mikroyannidis,
  • Maria Perifanou and
  • Anastasios A. Economides

11 December 2025

The OpenLang Network platform is a sustainable online environment designed to support language learning, intercultural exchange, and open educational practices across Europe. This paper presents the conceptual framework and design of an AI-enhanced O...

  • Article
  • Open Access
1,112 Views
26 Pages

10 December 2025

This study presents a comparative evaluation of Dijkstra’s algorithm, A*, Bellman-Ford, AI-Augmented A* and a neural AI-based model for shortest-path computation across diverse graph topologies, with a focus on time efficiency and memory consum...

  • Article
  • Open Access
780 Views
43 Pages

Secure DNA Cryptosystem for Data Protection in Cloud Storage and Retrieval

  • Thangavel Murugan,
  • Varalakshmi Perumal and
  • Nasurudeen Ahamed Noor Mohamed Badusha

10 December 2025

In today’s digital era, real-time applications rely heavily on cloud environments for computation, storage, and data retrieval. Data owners outsource sensitive information to cloud storage servers managed by service providers such as Google and...

  • Article
  • Open Access
1 Citations
505 Views
19 Pages

YOLO-AEB: PCB Surface Defect Detection Based on Adaptive Multi-Branch Attention and Efficient Atrous Spatial Pyramid Pooling

  • Chengzhi Deng,
  • Yingbo Wu,
  • Zhaoming Wu,
  • Weiwei Zhou,
  • You Zhang,
  • Xiaowei Sun and
  • Shengqian Wang

10 December 2025

The surface defect detection of printed circuit boards (PCBs) plays a crucial role in the field of industrial manufacturing. However, the existing PCB defect detection methods have great challenges in detecting the accuracy of tiny defects under the...

  • Article
  • Open Access
2 Citations
1,007 Views
38 Pages

Exploring the Impact of Affective Pedagogical Agents: Enhancing Emotional Engagement in Higher Education

  • Marta Arguedas,
  • Thanasis Daradoumis,
  • Santi Caballe,
  • Jordi Conesa and
  • Elvis Ortega-Ochoa

10 December 2025

This study examines the influence of pedagogical agents on enhancing emotional engagement in higher education settings through the provision of cognitive and affective feedback. The research focuses on students in a collaborative “Database Syst...

  • Article
  • Open Access
1 Citations
1,627 Views
23 Pages

10 December 2025

A special class of complex adaptive systems—biological and social—thrive not by passively accumulating patterns, but by engineering coherence, i.e., the deliberate alignment of prior knowledge, real-time updates, and teleonomic purposes....

  • Article
  • Open Access
432 Views
15 Pages

TD3 Reinforcement Learning Algorithm Used for Health Condition Monitoring of a Cooling Water Pump

  • Miguel A. Sanz-Bobi,
  • Inés Rodriguez,
  • F. Javier Bellido-López,
  • Antonio Muñoz,
  • Javier Anguera,
  • Daniel Gonzalez-Calvo and
  • Tomas Alvarez-Tejedor

9 December 2025

In this paper, we describe the procedure of implementing a reinforcement learning algorithm, TD3, to learn the performance of a cooling water pump and how this type of learning can be used to detect degradations and evaluate its health condition. The...

  • Systematic Review
  • Open Access
1,038 Views
27 Pages

Enhancing Cybersecurity Readiness in Non-Profit Organizations Through Collaborative Research and Innovation—A Systematic Literature Review

  • Maryam Roshanaei,
  • Premkumar Krishnamurthy,
  • Anivesh Sinha,
  • Vikrant Gokhale,
  • Faizan Muhammad Raza and
  • Dušan Ramljak

9 December 2025

Non-profit organizations (NPOs) are crucial for building equitable and thriving communities. The majority of NPOs are small, community-based organizations that serve local needs. Despite their significance, NPOs often lack the resources to manage cyb...

  • Article
  • Open Access
1 Citations
1,232 Views
23 Pages

Enhancing Student Engagement and Performance Through Personalized Study Plans in Online Learning: A Proof-of-Concept Pilot Study

  • Indika Karunaratne,
  • Ranasignhe Arachchilage Ashinka Shani,
  • Vithanage Chethani Sandamali Vithanage,
  • Pavithra Senanayake and
  • Ajantha Sanjeewa Atukorale

9 December 2025

This study examines how interaction data from Learning Management Systems (LMSs) can be leveraged to predict student performance and enhance academic outcomes through personalized study plans tailored to individual learning styles. The research follo...

  • Article
  • Open Access
311 Views
14 Pages

Adaptive Optimization of Diffuse Spot Intensities and Locations for Enhanced Performance in Indoor Visible-Light Optical Wireless Communications

  • Michael David,
  • Abdullahi. B. Babadoko,
  • Suleiman Zubair,
  • Abraham U. Usman,
  • Abraham. D. Morakinyo,
  • Stephen S. Oyewobi and
  • Topside E. Mathonsi

9 December 2025

This study explores the application of JAYA optimization algorithms to significantly enhance the performance of indoor optical wireless communication (OWC) systems. By strategically optimizing photo-signal parameters, the system was able to improve s...

  • Article
  • Open Access
327 Views
14 Pages

8 December 2025

Transportation panoptic perception (TPP) is a fundamental capability for both on-board and roadside monitoring systems. In this paper, we propose an end-to-end lightweight multitask model, MT-TPPNet, which jointly performs three tasks: object detecti...

  • Article
  • Open Access
1,280 Views
37 Pages

Digital Transformation in Design Education: Exploring the Challenges and Opportunities in Jordanian Higher Education

  • Islam A. Alshafei,
  • Samah Mohammed AlDweik,
  • Mahmoud ali Hassouneh,
  • Hanan AbuKarki,
  • Abdellatif A. Jarrar and
  • Qusai S. Mansour

5 December 2025

In recent years, design education has experienced major changes as the number of digital tools and technologies has rapidly developed. Many design programs encounter difficulties in integrating these innovations, despite their potential benefits. In...

  • Article
  • Open Access
1,051 Views
22 Pages

5 December 2025

Explanations for static-analysis warnings assist developers in understanding potential code issues. An end-to-end pipeline was implemented to generate natural-language explanations, evaluated on 5183 warning–explanation pairs from Java reposito...

  • Article
  • Open Access
594 Views
21 Pages

4 December 2025

This article addresses a critical security challenge in Internet of Things (IoT) systems, which are vulnerable to traffic detection attacks due to their reliance on shared wireless communication channels. We propose a novel cooperative covert transmi...

  • Article
  • Open Access
1,151 Views
22 Pages

Directional Perception in Game-Based Dyslexia Risk Screening: A Mouse-Tracking Analysis

  • Natsinee Tangsiripaiboon,
  • Sakgasit Ramingwong,
  • Kenneth Cosh,
  • Narissara Eiamkanitchat and
  • Lachana Ramingwong

4 December 2025

Dyslexia is not easily observed from outward appearance alone; differences typically emerge through learning performance and certain behavioral indicators. This study introduces the Direction Game, a computer-based task that uses mouse-tracking to ca...

  • Article
  • Open Access
1,654 Views
20 Pages

4 December 2025

Over-the-air (OTA) firmware updating has become a fundamental requirement in modern Internet of Things (IoT) deployments, where thousands of heterogeneous embedded devices operate in remote and distributed environments. Manual firmware maintenance in...

  • Article
  • Open Access
856 Views
30 Pages

EvalCouncil: A Committee-Based LLM Framework for Reliable and Unbiased Automated Grading

  • Catalin Anghel,
  • Marian Viorel Craciun,
  • Andreea Alexandra Anghel,
  • Adina Cocu,
  • Antonio Stefan Balau,
  • Constantin Adrian Andrei,
  • Calina Maier,
  • Serban Dragosloveanu,
  • Dana-Georgiana Nedelea and
  • Cristian Scheau

3 December 2025

Large Language Models (LLMs) are increasingly used for rubric-based assessment, yet reliability is limited by instability, bias, and weak diagnostics. We present EvalCouncil, a committee-and-chief framework for rubric-guided grading with auditable tr...

  • Review
  • Open Access
1,158 Views
16 Pages

Quantum Neural Networks in Magnetic Resonance Imaging: Advancing Diagnostic Precision Through Emerging Computational Paradigms

  • Enrico Rosa,
  • Maria Vaccaro,
  • Elisa Placidi,
  • Maria Luisa D’Andrea,
  • Flavia Liporace,
  • Gian Luigi Natali,
  • Aurelio Secinaro and
  • Antonio Napolitano

2 December 2025

Background: Quantum Neural Networks (QNNs) combine quantum computing and artificial intelligence to provide powerful solutions for high-dimensional data analysis. In magnetic resonance imaging (MRI), they address the challenges of advanced imaging se...

  • Article
  • Open Access
3 Citations
4,082 Views
27 Pages

Digital Literacy in Higher Education: Examining University Students’ Competence in Online Information Practices

  • Maria Sofia Georgopoulou,
  • Christos Troussas,
  • Akrivi Krouska and
  • Cleo Sgouropoulou

2 December 2025

Accessing, processing, and sharing of information have been completely transformed by the speedy progress of digital technologies. However, as tech evolution accelerates, it presents notable challenges in the form of misinformation spreading rapidly...

  • Article
  • Open Access
552 Views
16 Pages

2 December 2025

Text data often exhibits high sparsity and zero inflation, where a substantial proportion of entries in the document–keyword matrix are zeros. This characteristic presents challenges to traditional count-based models, which may suffer from redu...

  • Article
  • Open Access
513 Views
21 Pages

2 December 2025

The design of an accurate cross-domain model for Alzheimer disease AD classification from MRI scans faces critical challenges, including domain shifts caused by acquisition protocol variations. To address this issue, we propose a novel unsupervised t...

  • Article
  • Open Access
1 Citations
4,057 Views
30 Pages

Multi-Agent RAG Framework for Entity Resolution: Advancing Beyond Single-LLM Approaches with Specialized Agent Coordination

  • Aatif Muhammad Althaf,
  • Muzakkiruddin Ahmed Mohammed,
  • Mariofanna Milanova,
  • John Talburt and
  • Mert Can Cakmak

1 December 2025

Entity resolution in real-world datasets remains a persistent challenge, particularly for identifying households and detecting co-residence patterns within noisy and incomplete data. While Large Language Models (LLMs) show promise, monolithic approac...

  • Article
  • Open Access
432 Views
23 Pages

1 December 2025

Electronic communication and industrial protocols are critical to the reliable operation of modern electrical grids and Distributed Energy Resources (DERs). Communication loss between devices in renewable power plants can lead to significant revenue...

  • Article
  • Open Access
1,581 Views
22 Pages

1 December 2025

AI-generated phishing emails present a growing cybersecurity threat, exploiting human psychology with high-quality, context-aware language. This paper introduces a novel two-stage detection framework that combines deep learning with psychological ana...

  • Article
  • Open Access
484 Views
25 Pages

1 December 2025

Present and future mobile networks combine wireless radio access technologies from multiple cellular network generations, all of which coexist. Seamless Vertical Handover (VH) decision-making is still a challenging issue in heterogeneous cellular net...

  • Article
  • Open Access
1,020 Views
29 Pages

28 November 2025

Free/Libre and Open-Source Hardware requires documentation that ensures replicability and accessibility for both experts and non-experts. Existing tools for generating assembly animations are often difficult to use, require specialized knowledge, and...

  • Review
  • Open Access
1 Citations
3,785 Views
48 Pages

Evolution and Perspectives in IT Governance: A Systematic Literature Review

  • Álvaro Vaya-Arboledas,
  • Mikel Ferrer-Oliva and
  • José Amelio Medina-Merodio

28 November 2025

The study presents a systematic review of the state of the art on Information Technology (IT) governance research. Following the PRISMA 2020 protocol and drawing on Scopus and Web of Science, covering publications from 1999 to May 2025, 380 relevant...

  • Article
  • Open Access
695 Views
39 Pages

28 November 2025

A Virtual Organization (VO) unites companies or independent individuals to achieve a shared, short-term objective by leveraging information technologies for communication and coordination in personalized product creation. Despite extensive research,...

  • Article
  • Open Access
591 Views
28 Pages

Advancing Small Defect Recognition in PV Modules with YOLO-FAD and Dynamic Convolution

  • Lijuan Li,
  • Gang Xie,
  • Yin Wang,
  • Wang Yun,
  • Jianan Wang and
  • Zhicheng Zhao

26 November 2025

To improve the detection performance of small defects in photovoltaic modules, we propose an enhanced YOLOv11n model—YOLO-FAD. Its core innovations include the following: (1) integrating RFAConv into the backbone network and neck network to bet...

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Computers - ISSN 2073-431X