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A lightweight transformer based multi task learning model with dynamic weight allocation for improved vulnerability prediction
Published 2025-08-01“…Traditional methods, such as single-task learning and ensemble approaches, often struggle with these challenges, particularly in detecting rare but critical vulnerabilities. To address this, we propose the MTLPT: Multi-Task Learning with Position Encoding and Lightweight Transformer for Vulnerability Prediction, a novel multi-task learning framework that leverages custom lightweight Transformer blocks and position encoding layers to effectively capture long-range dependencies and complex patterns in source code. …”
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3344
In-band network telemetry system based on high-performance packet processing architecture VPP
Published 2021-03-01“…An in-band network telemetry-based system was built based on VPP, a high-performance virtual network forwarding architecture/device, via reorganizing the data plane pipeline processing modules.Moreover, a network-wide telemetry mechanism was further developed via embedding source routing into the probe packet header for specifying the route of probe packets.Finally, a virtual network topology was built with performance evaluation conducted.The evaluation shows that the telemetry system can monitor the network in a high precision of every 0.13 ms, detecting link congestion in real time with minor performance overhead.Given virtual network devices have been widely deployed in data centers, the proposed scheme is expected to improve the reliability of multi-tenancy and network function virtualization in data centers via high-precision, network-wide virtual link telemetry coverage.…”
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Thrombus rooting in the pulmonary arteriovenous fistula in a patient with cryptogenic stroke, a case report
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Three-Dimensional Zeolitic Imidazolate Framework-8 as Sorbent Integrated with Active Capillary Plasma Mass Spectrometry for Rapid Assessment of Low-Level Wine and Grape Quality-Rel...
Published 2024-12-01“…The most commonly used methods to chemically assess grape and wine quality with high sensitivity and selectivity require lengthy analysis time and can be resource intensive. …”
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Key Connectomes and Synaptic‐Compartment‐Specific Risk Genes Drive Pathological α‐Synuclein Spreading
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Influence of Organic Nitrogen Derived from Recycled Wine Lees and Inorganic Nitrogen on the Chemical Composition of Cabernet Sauvignon Wines Fermented in the Presence of Non-Saccha...
Published 2024-12-01“…In this study, the influences of inorganic nitrogen source (INS) and organic nitrogen source (ONS) supplementation during the wine fermentation process using three non-Saccharomyces yeasts (<i>Candida zemplinina</i>, <i>Candida oleophila</i>, and <i>Candida boidinii</i>) were analyzed. …”
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COMPARATIVE STUDY OF 3D PRINTING PIECES WITH FILAMENT AND POWDER
Published 2025-09-01“…The study emphasizes the importance of selecting the appropriate printing technology based on project specifications, thereby promoting not only innovation but also a reduced ecological impact through optimized material and resource utilization. …”
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Implementation of Aerosol Mie Scattering in POSEIDON with Application to the Hot Jupiter HD 189733 b’s Transmission, Emission, and Reflected Light Spectrum
Published 2024-01-01“…We provide an open-source database of these Mie-scattering cross sections and optical properties. …”
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Engineered hybrid cell membrane nanosystems for treating cardiovascular diseases
Published 2025-08-01“…A significant benefit associated with this technology lies in its capacity to retain the functional and intrinsic properties of the source cells. …”
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Bioinformatics-driven exploration of key genes and mechanisms underlying oxidative stress in traumatic brain injury
Published 2025-04-01“…This study aims to elucidate the potential molecular interactions between key genes associated with oxidative stress and their influence on TBI pathogenesis.MethodsTBI dataset and oxidative stress-related genes sourced from Public databases. Differential expression analysis and machine learning models were executed to select key genes, which were further validated using receiver operating characteristic (ROC) curves. …”
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IRRADIATION EFFECT ON PEROXIDATION INDEX ON OKARABASED SOYBEAN FLOUR
Published 2019-02-01“…We conclude that this product with excellent nutritional attributes about the commercial flour, we must apply a different methodology to detect any radiation damage on lipid compounds.…”
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Construction and Preliminary Application of the Carbon-based Spatial Governance Performance Evaluation System ——Taking Zhejiang Province as an Example
Published 2023-06-01“…Variations in spatial governance result in differences in the scale, intensity and efficiency of social and economic activities, as well as energy and resource consumption and carbon emissions across diverse functional spaces. …”
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Bioactive components derived from bovine milk
Published 2019-01-01“…In recent years, functional foods and bioactive components in foods have drawn a lot of attention as well as interest of food scientists, nutritionists, health professionals, and consumers. …”
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Improving the efficiency of the company’s activities while optimizing auxiliary business processes
Published 2022-06-01“…The relevance of the topic is determined by the need to develop solutions that provide additional economic benefits to organizations interested in this.The object of the article was to select the activity of private economic organizations from the sphere of transport services, and its subject was their resource base as a reserve for increasing the efficiency of work.Methods of econometric and statistical analysis and modeling, theoretical formulation of promising development directions was used as tools.The results of the article showed the importance of improving operational efficiency to achieve the final financial result of a commercial organization. …”
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Tree growth is better explained by absorptive fine root traits than by transport fine root traits
Published 2025-02-01“…Abstract Although the interest in root traits has increased in recent years, we still have limited knowledge of (i) whether functionally different fine roots—absorptive versus transport roots—have similar trait coordination and (ii) how they help to explain plant performance, such as growth. …”
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Advancing wind energy potential estimation through multidistribution wind speed analysis in coastal Pakistan
Published 2025-05-01“…The assessment of wind energy potential is critical to the optimization of resource application and improvement of technologies. …”
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