Hierarchical Aggregation for Federated Learning in Heterogeneous IoT Scenarios: Enhancing Privacy and Communication Efficiency by Chen Qiu, Ziang Wu, Haoda Wang, Qinglin Yang, Yu Wang, Chunhua Su

“…By leveraging hierarchical aggregation, lightweight stream encryption, and adaptive device participation, the proposed framework provides an efficient and robust solution for federated learning in dynamic and resource-constrained IoT environments. The extensive experimental results show that the proposed FL paradigm significantly reduces round time by 20%.…”
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ASSESSMENT OF THE REGION'S INVESTMENT ENVIRONMENT AND POLICY INSTRUMENTS FOR THE IMPLEMENTATION OF ITS INVESTMENT POTENTIAL IN WARTIME by Ruslan Boiko, Roman Martsenyuk, Arsen Protsykevych

“…The Lviv Oblast has been shown to exhibit several distinguishing features when compared to other regions of Ukraine. These include a relatively large domestic market and a high level of development in the real sector, including financial and credit, and investment infrastructure, transport, logistics, and trade systems, construction, education, scientific and ICT potential, and a large population. …”
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Native and alien plant species inventory and diversity in disturbed forests and its economic value by J.J.C. Garces

“…However, there was higher species richness (S1; R=62 and S2; R=30) and diversity (S1; H’=2.76, D=0.10 and S1; H’=2.41, D=0.11) but lower abundance (S1; N=10519 and S2; N=32739) and evenness (S1; PE=0.67 and S2; PE=0.73) in S1 than in S2. …”
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Governance and artificial intelligence: the use of artificial intelligence in democracy and its impacts on the rights to participation by Moussa Theodore Zidouemba

“…There is then a concern that the use of AI may threaten the trinitarian view of global governance: the rule of law, democracy, and human rights. …”
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Symmetry Reductions of (2 + 1)-Dimensional CDGKS Equation and Its Reduced Lax Pairs by Na Lv, Xuegang Yuan, Jinzhi Wang

“…With the aid of symbolic computation, we obtain the symmetry transformations of the (2 + 1)-dimensional Caudrey-Dodd-Gibbon-Kotera-Sawada (CDGKS) equation by Lou’s direct method which is based on Lax pairs. …”
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On One 2-Valued Transformation: Its Invariant Measure and Application to Masked Dynamical Systems by P. I. Troshin

“…We consider one family S of 2-valued transformations on the interval [0, 1] with measure μ, endowed with a set of weight functions. …”
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Budgetary and tax policy at the present stage and its role in forming budgets of different levels by N. Z. Zotikov

“…The sanctions imposed by the European Union and the United States of America against Russia affect not only the production sphere, but also economy as a whole. …”
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AN INTERROGATION OF SPINSTER’S NIGHT AND ITS IMPLICATIONS IN WUKARI LOCAL GOVERNMENT AREA OF TARABA STATE by SAMUEL ALEGWU OMANCHI

“…The study relied on both primary sources like oral interviews and archival materials and secondary sources like books, theses, articles, newspapers, journals, etc. The study finds out that spinster’s night is part and parcel of most marriagesin Wukari Local Government Area of Taraba State. …”
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Environmental Pollution and Its Impact on Kidney Health: A Contemporary Review of Existing Evidence by Priti Meena, Lovy Gaur, Khusboo Rani, Urmila Anandh

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Testing of Ferarabivac anti-rabies live vaccine for wild carnivores for its immunogenicity and protectivity by A. V. Shishkov, D. A. Lozovoy, A. V. Borisov, D. V. Mikhalishin

“…The optimal immunizing dose was 2.0 cm3, with the infectivity titre of RV-97 strain of at least 6.00 lg KKID50/cm3. …”
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Serotonin and Its Receptor as a New Antioxidant Therapeutic Target for Diabetic Kidney Disease by Yu Yang, Hui Huang, Zheng Xu, Jun-kai Duan

“…In this review, therefore, we summarize the published information available for the involvement of 5-HT and 5-HTR antagonists in the pathogenesis of various diabetic complications with a particular focus of DKD. …”
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Regulations Concerning the ‘Temporary Period’ in The New System Sought to be Established in Cyprus and Its Properties by Soyalp Tamçelik

“…As could be understood from its name, temporary period reflects a certain period and is the period assumed to continue in Cyprus until the formation envisioned to be established there is achieved. …”
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Safety Management System Prototype/Framework of Deep Foundation Pit Based on BIM and IoT by Wenhan Fan, Jianliang Zhou, Jianming Zhou, Dandan Liu, Wenjing Shen, Jiarui Gao

“…This research develops a conceptual framework adopting BIM and IoT to aid the identification and evaluation of hazards in deep foundation pit construction sites using an automated early warning system. …”
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Structural characterization of oligosaccharide from Spirulina platensis and its effect on the faecal microbiota in vitro by Bingna Cai, Xiangxi Yi, Qian Han, Jianyu Pan, Hua Chen, Huili Sun, Peng Wan

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Enuresis, a problem to be faced in Primary Health Care due to its educational component by Mislandy Caridad González Guevara, Helena Fernández Esperanza, Marta Amelia Hernández Martínez, Owen Daniel González Cruz

“…The population consisted of 14 children. Results: the male sex prevailed (71.4%) and 64.3% were grouped between the ages of seven and nine, nine had a family pathological history and 64.3% were affected by parental divorce; They reported poor concentration and interaction in the group, average or poor school performance, and sadness. …”
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Ambulatory Monitoring for Obstructive Sleep Apnea: It’s Not the Device That Matters, but How the Data Are Used by Frank Ryan

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Left ventricular remodeling and its association with mineral and bone disorder in kidney transplant recipients by Li Sun, Dongliang Zhang, Jiawen Liu, Xiang Gao, Chuanjian Suo, Shuang Fei, Zhengkai Huang, Zijie Wang, Hao Chen, Jun Tao, Zhijian Han, Xiaobing Ju, Zengjun Wang, Min Gu, Ruoyun Tan

“…We aimed to evaluate LV remodeling changes one year after kidney transplantation (KT) and identify their influencing factors.Methods Ninety-five KTRs (68 males; ages 40.2 ± 10.8 years) were followed before and one year after KT. …”
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Synthesis of Pectiniform Polyurethane-Modified Polycarboxylate and Its Preliminary Application in Ultrahigh-Performance Concrete by Shuncheng Xiang, Yingli Gao

“…After that, pectiniform polycarboxylate, of which side chains were in roughly the same polymerization degree and main chains were in different lengths, was synthesized at normal temperature in the complex initiation system of H2O2, APS, sodium bisulfite, and Vc. Then, compared with commercial Sika polycarboxylate, their applications in ultrahigh-performance concrete (HUPC), including flowability, strength, drying shrinkage, and autogenous shrinkage, were investigated. …”
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Moringa oleifera Use in Maintaining Oral Health and Its Potential Use in Regenerative Dentistry by Nada E. Shafiq, Anas F. Mahdee

“…Natural products have the advantages of causing minimum side effects, being biocompatible, available, and economical, with a wide array of biological activities. …”
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To Know Is To Be – Wisdom in Philosophy as a Way of Life and Its Implications for our Understanding of Knowledge by Lucas Nascimento Machado

Subjects: “…philosophy as a way of life…”
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