Real-Time QoS-Aware Video Streaming: A Comparative and Experimental Study by Basem Al-Madani, Anas Al-Roubaiey, Zubair A. Baig

“…Due to its flexibility, scalability, real-time, and rich QoS features, Data Distribution Service (DDS) middleware provides seamless integration with high-performance, real-time, and mission-critical networks. …”
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Adaptive Oversampling via Density Estimation for Online Imbalanced Classification by Daeun Lee, Hyunjoong Kim

“…These results underscore the method’s scalability and practicality for real-time online learning applications.…”
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De-extinction beyond species: Restoring ecosystem functionality through large herbivore rewilding by Paul R Jepson

“…This alignment requires a pragmatic approach that prioritises the restoration of ecosystem functions over genetic purity and offers flexibility and scalability in rewilding efforts. I argue that creating a new category of ‘ecosystem engineer’ livestock is more effective than seeking wild status for these animals. …”
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Who is wearing me? TinyDL‐based user recognition in constrained personal devices by Ramon Sanchez‐Iborra, Antonio Skarmeta

“…Abstract Deep learning (DL) techniques have been extensively studied to improve their precision and scalability in a vast range of applications. Recently, a new milestone has been reached driven by the emergence of the TinyDL paradigm, which enables adaptation of complex DL models generated by well‐known libraries to the restrictions of constrained microcontroller‐based devices. …”
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Automotive Product Portfolio Design from the Perspective of Energy Sustainability: Multicriteria Decision-Making Based on Lotka–Volterra MCGP Model by Jing Liang, Sheng-Yuan Wang, Xiao-Lan Wu

“…In order to verify the reliability of the model, this paper verifies the robustness of the model from the perspectives of parameter dynamics, system boundaries, and model scalability. The results of empirical analysis and robustness analysis show that the Lotka–Volterra MCGP model proposed in this paper is applicable to the multicriteria decision-making of automobile product portfolio design from the perspective of energy sustainability.…”
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Harnessing artificial intelligence for enhanced nanoparticle design in precision oncology by Mujibullah Sheikh, Pranita S. Jirvankar

“…Moreover, we considered urgent issues that exist in present-day nanoparticle fabrication such as scalability and regulatory issues and suggest AI solutions that would help overcome these issues. …”
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Structure-Based Approaches for Protein–Protein Interaction Prediction Using Machine Learning and Deep Learning by Despoina P. Kiouri, Georgios C. Batsis, Christos T. Chasapis

“…Future directions include enhancing scalability and dataset reliability to expand these approaches across diverse proteomes.…”
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Trends in Architecture and Middleware of Radio Telescope Control System by Jun Li, Na Wang, Zhiyong Liu, Yining Song, Ning Li, Lingming Xu, Jili Wang

“…The control system architecture is the foundation for the implementation of the control system, which determines the stability, scalability, and maintainability of the control system. …”
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A Comprehensive Survey of Deep Learning Approaches in Image Processing by Maria Trigka, Elias Dritsas

“…Additionally, it highlights the potential of combining DL with emerging technologies such as edge computing and explainable artificial intelligence (AI) to address scalability and interpretability challenges. These advancements are positioned to further extend the capabilities and applications of DL, driving innovation in image processing.…”
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Enhancing power quality in high-power renewable applications using a new extendable nine-level grid-tied converter by Shivam Kumar Yadav, Bhim Singh

“…This paper elucidates various states and operational modes, highlighting each level's flawless performance and emphasizing configuration's scalability to accommodate additional power modules. …”
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Integrating AI and statistical methods for enhancing civil structures: current trends, practical issues and future direction by Asraar Anjum, Meftah Hrairi, Abdul Aabid, Maisarah Ali

“…It critically examines the limitations and scalability of these techniques, identifying gaps in current research and practical challenges in real-world applications. …”
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Mitigating Cyber Risks in AI-Driven Circular Economy Implementations by Iryna Bashynska, Olha Prokopenko

“…The research underscores the importance of adopting robust cybersecurity frameworks, such as the NIST AI Risk Management Framework and ISO/IEC 27001, to mitigate these risks and ensure the scalability and sustainability of AI-driven CE initiatives. …”
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Integrated Dairy Production and Cattle Healthcare Management Using Blockchain NFTs and Smart Contracts by Saravanan Krishnan, Lakshmi Prabha Ganesan

“…ZK-Rollups on the Layer 2 blockchain enhance scalability, privacy, and cost-efficiency, while smart contracts automate key processes such as veterinary scheduling, medication delivery, and insurance claims, minimizing administrative overhead. …”
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Maximizing Information Dissemination in Social Network via a Fast Local Search by Lijia Tian, Xingjian Ji, Yupeng Zhou

“…Comparative tests highlight the proposed method’s robustness, scalability, and efficacy in maximizing information distribution across social networks. …”
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Sustainable Battery Biomaterials by Frank N. Crespilho, Carlos M. Costa, Senentxu Lanceros‐Méndez

“…Despite challenges such as scalability and long‐term stability, biomaterials hold the key to reshaping the landscape of energy storage technologies, offering a path toward a greener, safer, and more efficient future.…”
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Limits of Depth: Over-Smoothing and Over-Squashing in GNNs by Aafaq Mohi ud din, Shaima Qureshi

“…Our experiments use several benchmark datasets and a range of evaluation metrics to compare isotropic and anisotropic GNNs of varying depths, also explore the scalability of these models. Our findings provide valuable insights into the design of deep GNNs and offer potential avenues for future research to improve their performance.…”
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Development of model schools and practices for minimizing violence among students by Kantita Sripa, Theeravut Ninphet, Phonraphee Thummaphan, Sorat Glubwila

“…Future research should focus on validating its applicability and scalability in diverse educational settings.…”
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Artificial intelligence in aviation English testing by Gökhan Demirdöken

“…Despite challenges such as speech recognition errors and ethical concerns, these tools offer scalable and accessible solutions for large aviation training programs. …”
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Learning Through Reflection: A Team’s Reflection on a Digital, Text-based Positive Health Coaching Intervention for Healthcare Professionals by Croia Loughnane, Róisín O’Donovan, Ashley P. Duggan, Pádraic Dunne

“…The coach’s reflective journal, analysed via Reflexive Thematic Analysis (RTA) shows the potential scalability of text-based coaching, in addition to connection and significant rapport building despite nonverbal cues. …”
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Health Pods for Automated Triage Improve Efficiency and Satisfaction in Nurses and Patients by Giuseppe Andreoni, Alessandra Santangelo, Riccardo Sannicandro, Alessandro Nizardo Chailly

“…Although the main limitation remains IT integration, the system demonstrates scalability and potential for broader adoption.…”
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