To the Question of Legal Responsibility for the Use of Cryptal Currencyin Production by A. A. Maksurov

“…Using the capabilities of the system analysis method, formal logic, as well as linguistic and philological techniques and methods of research, the author comments on the norms of the current criminal and administrative legislation on responsibility for the use of cryptocurrency in the calculations.It is concluded that there are significant shortcomings in this area, which does not allow to regulate these public relations in the most efficient way. …”
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Optimizing Medical IoT Disaster Management with Data Compression by Nunudzai Mrewa, Athirah Mohd Ramly, Angela Amphawan, Tse Kian Neo

“…This data overload makes processing and transmitting information efficiently a significant hurdle, potentially undermining the benefits of this union. …”
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Understanding the relationship: Financial inclusion's influence on bank stability in emerging economies by Shaoming Han, Cheng Qian, Nawal Abdalla Adam, Norboy Karimov, Wang Zhang

“…The findings reveal that financial inclusion generally enhances bank stability and positively influences operational efficiency and funding stability. However, during periods of lax financial regulations or excessive government intervention, banks may engage in riskier behaviors, potentially undermining stability. …”
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Comparative analysis of machine learning algorithms for money laundering detection by Sunday Adeola Ajagbe, Simphiwe Majola, Pragasen Mudali

“…The findings underscore the potential of ML algorithms capability to combat money laundering and indeed enhance anti-money efforts and offer financial institutions a powerful, resource-efficient method for fraud detection in large-scale transaction environments.…”
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The Validity of Cryptocurrency Transactions and the Analysis of Associated Disputes by Hossein Qahari, Javad Hosseinzadeh

“…Introduction The complex economic relations in the current era increasingly demand the provision of efficient, rational, and comprehensive legal norms. …”
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Transparent and Privacy-Preserving Mobile Crowd-Sensing System with Truth Discovery by Ruijuan Jia, Juan Ma, Ziyin You, Mingyue Zhang

“…Furthermore, theoretical analysis and extensive experiments demonstrate that this scheme is secure and efficient.…”
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Reconciling fiscal decentralization, environmental protection expenditures, and stringent regulations with the ecological priorities of the European Union by Elma Satrovic, Oluwatoyin Abidemi Somoye, Banji Rildwan Olaleye, Joseph Nembo Lekunze

“…In addition, import diversification also spurs environmental sustainability, with more substantial impacts on less energy and carbon–efficient nations. Furthermore, the MMQR outcomes divulged that fiscal decentralization (all indicators) endorsed the environmental deterioration of EU members, undermining the achievement of ecological urgencies. …”
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Edge-Assisted Label-Flipping Attack Detection in Federated Learning by Nourah S. AlOtaibi, Muhamad Felemban, Sajjad Mahmood

“…Extensive evaluation using three benchmark datasets shows that the proposed edge-assisted LFA detection framework outperforms traditional cloud-based methods. We demonstrate its superiority in latency, resource efficiency, and accuracy in detecting malicious clients, outperforming state-of-the-art defenses.…”
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TSAS—YOLOv8: An Optimization Detection Model for Capturing Small Target Features and Processing Key Information by Yongbo Yuan, Linlin Cao

“…In summary, TSAS-YOLOv8 exhibits efficiency and feasibility in small target detection tasks.…”
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Prospects and Challenges of Green Practices Adoption by Manufacturing Companies in Ogun State, Nigeria by SOLAJA Oludele Mayowa

“…The findings of the study revealed that green practices adoption brought about social change in consumption patterns, lifestyle, efficient management of waste, environmental risk reduction. …”
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Research on pedestrian detection technology for mining unmanned vehicles by ZHOU Libing, YU Zhengqian, WEI Jianjian, JIANG Xueli, YE Baisong, ZHAO Yexin, YANG Siliang

“…The working environment of mining unmanned vehicles features complex lighting conditions, leading to frequent occurrences of missed detections in pedestrian detection, which undermines the reliability and safety of these vehicles. …”
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Optimizing forest stand aggregation in fragmented stands using graph convolutional networks: A case study in Japan by YangYu You, Hyun Bae Kim, Takuyuki Yoshioka

“…Japan’s forest sector faces persistent challenges due to fragmented land ownership and an increasingly skewed age-class structure, undermining not only management efficiency but also economic viability and long-term sustainability. …”
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Risk of AI Algorithmic Discrimination Embedded in Government Data Governance and Its Prevention and Control by PENG Lihui, ZHANG Qiong, LI Tianyi

“…[Results/Conclusions] The results of the study show that while the embedding of AI technology in government data governance has significantly improved the efficiency and accuracy of governance, it comes with a risk of algorithmic discrimination that cannot be ignored. …”
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Enhanced framework for credit card fraud detection using robust feature selection and a stacking ensemble model approach by Rahul Kumar Gupta, Asmaul Hassan, Samir Kumar Majhi, Nikhat Parveen, Abu Taha Zamani, Raju Anitha, Binayak Ojha, Abhinav Kumar Singh, Debendra Muduli

“…The outcomes highlight the model's proficiency in properly identifying fraudulent transactions while reducing false positives. The proposed method provides a viable alternative for secure and efficient credit card fraud detection in the contemporary digital economy, characterized by high accuracy and real-time scalability.…”
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Design, Construction, and Evaluation of an Automatic Feeder Control System for Sugarcane Billet Planters by B. Abbasian, M. E. Khorasani Ferdavani, H. Zaki Dizaji

“…The load cell control method emerged as the most effective solution, successfully eliminating the need for operators while ensuring high standards of planting quality and efficiency. …”
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Research on Mobile Agent Path Planning Based on Deep Reinforcement Learning by Shengwei Jin, Xizheng Zhang, Ying Hu, Ruoyuan Liu, Qing Wang, Haihua He, Junyu Liao, Lijing Zeng

“…For mobile agent path planning, traditional path planning algorithms frequently induce abrupt variations in path curvature and steering angles, increasing the risk of lateral tire slippage and undermining operational safety. Concurrently, conventional reinforcement learning methods struggle to converge rapidly, leading to an insufficient efficiency in planning to meet the demand for energy economy. …”
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Controlling solidification cracks in laser beam welding of AA6005 using Al2O3 and TiC nanoparticles dispersed in a Cu coating by M.H. Khan, S. Jabar, T.I. Khan, H.R. Kotadia, P. Franciosa

“…Laser beam welding is a critical joining method for wrought 6xxx series aluminium (Al) alloys; however, its broader adoption is hindered by the susceptibility to solidification cracking, which undermines weld integrity and restricts the production of high-quality joints. …”
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Good Governance and Seigniorage in a Selected OPEC Countries and Iran by ALI Rashid Shamkhal, Kambiz Paykarjou, beitollah Akbari Moghaddam

“…Good governance has several positive effects on government revenues and efficiency. While the use of seigniorage may initially appear as a natural right of governments, if it leads to a faster growth rate of money compared to economic growth, it can result in inflation and impose inflationary taxes. …”
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Quantum State Estimation for Real-Time Battery Health Monitoring in Photovoltaic Storage Systems by Dawei Wang, Liyong Wang, Baoqun Zhang, Chang Liu, Yongliang Zhao, Shanna Luo, Jun Feng

“…The growing deployment of photovoltaic (PV) and energy storage systems (ESSs) in power grids has amplified concerns over component degradation, which undermines efficiency, increases costs, and shortens system lifespan. …”
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Examining the Influence of the Shadow Economy on the Performance of Financial Markets and the Banking Sector in BRICS Countries: A Panel SUR Approach by Jaber Hasan Mhejir, Samad Hekmati Farid, Ali Reza Zadeh, Yousef Mohammad Zadeh

“…The diversion of financial and banking resources to shadow economic activities impairs the allocation of these resources to productive and formal endeavors, potentially undermining the efficiency of financial and banking operations. …”
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