Modeling Stylized Facts in FX Markets with FINGAN-BiLSTM: A Deep Learning Approach to Financial Time Series by Dong-Jun Kim, Do-Hyeon Kim, Sun-Yong Choi

“…Experimental results, assessed using metrics such as the Kolmogorov–Smirnov statistic, demonstrate that FINGAN-BiLSTM effectively mimics the distributional and dynamic patterns of actual FX data. In particular, the model significantly reduces the maximum cumulative distribution discrepancy in assets with high standard deviations and extreme values, such as the Canadian dollar (CAD) and the Mexican Peso (MXN), while precisely replicating dynamic features like volatility clustering and leverage effects, thereby outperforming conventional models. …”
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Enhance Social Network Bullying Detection Using Multi-Teacher Knowledge Distillation With XGBoost Classifier by Sathit Prasomphan

“…Additionally, although the selected datasets (Wisesight, Thai Toxic Tweet, and 40 Thai Children Stories) are often used for sentiment analysis, we reframe and preprocess them for the purpose of cyberbullying classification by focusing on toxic, harmful, or aggressive linguistic patterns. Our framework achieved strong classification performance—92.5%, 90.5%, and 91.0% accuracy across the three datasets—demonstrating its robustness and practical application in Thai-language cyberbullying detection.…”
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Devicology: Expanding fieldwork possibilities for architectural observations in inhabited interiors by Tatiana Knoroz

“…Beginning as an examination of behaviour patterns in a single apartment, Devicology has the potential to become a study of the collective unconsciousness of different people stuck in the same conditions with the same set of rules.…”
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“Little” Immortality: Immortological Theme in the Internet Microformats by Artur A. Dydrov, Milena S. Vizgina

“…The goal of this article is not to reduce it to some common semantic denominator, but to provide a working assembly of popular patterns of immortality in tags and memes.…”
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Understanding Menstrual Hygiene Products and Policy Expectations: A Nationwide Survey of Indian Menstruators by Goutham Thumat, Shalini Devarakonda, Puthem Bilashini Devi, Mamta Gehlawat, Shivani Thaduri, Kommajosyula Sai Sudhatri, AJ Chandana, S Rasagna, Maimuna Sultana, Dhruti Jagdish Joshi

“…Objective: This study investigates awareness and usage patterns of menstrual hygiene products among Indian menstruators, identifies barriers to eco-friendly alternatives, and provides tailored recommendations for both policymakers and menstruators. …”
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Security Assessment of Smart Contract Integration and Wallet Interaction in Decentralized Applications: A Case Study of BlockScribe by Andrzej Wilczyński, Gabriela Jasnosz

“…Our results highlight several overlooked attack surfaces in wallet–contract communication patterns, including reentrancy amplification, permission mismanagement, and transaction ordering issues. …”
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The In-between Space by Romeo Emanuel Cuc

“…Addressing how the public space can be (re)used must involve a clear understanding of past practices to generate context-sensitive reactions. …”
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An Anomaly Detection Method for Multivariate Time Series Data Based on Variational Autoencoders and Association Discrepancy by Haodong Wang, Huaxiong Zhang

“…Notably, it exhibits enhanced capability in modeling temporal dependencies and identifying nuanced anomaly patterns. This work establishes a novel paradigm for time series anomaly detection with profound theoretical implications and practical implementations.…”
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ENGLISH:ABSENCE OF EFFECTIVE GOVERNANCE IN PAKISTANI SOCIETY: LESSONS TO BE LEARNT BY MODEL OF GOVERNANCE BY HAZRAT UMAR R.A. by Samia Jamshed, Bushra Tabassum

“… The social setup of Pakistan is a mixture of Islamic, Hindu, and British patterns. Pakistani society has faced mismanagement in the provision of basic facilities due to unfavorable political conditions since independence 1947. …”
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Comparing Alternative Power Control Policies in a Manufacturing Line Using Simulation by Athanasios Biblias, Alexandros Xanthopoulos

“…The manufacturing line produces a single part type and completed products are stored in the finished goods at the end of the line. Stochastic demand patterns are considered, and if there is available inventory at the time of a demand arrival then the demand is satisfied immediately. …”
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Implementation Of Triple Exponential Smoothing Method To Predict Palm Oil Production Of PT.Lonsum Web-Based by syafhira ananda galasca, Aninda Muliani Harahap

“…Research instruments included semi-structured interviews and participatory observations to understand the operational patterns and needs of the system in the field. Triple Exponential Smoothing method was chosen for its ability to handle level, trend and seasonal components simultaneously, making it superior to other time series forecasting methods that require large volumes of data. …”
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Active Surveillance for Small Renal Masses by Eric C. Kauffman, Mark W. Ball, Ravi Barod, Umberto Capitanio, Antonio Finelli, M. Carmen Mir, Brian Shuch, Mark C. Smaldone, Maxine G.B. Tran, Phillip M. Pierorazio

“…This synopsis summarizes the 2022 review and expert opinion recommendations provided to the International Consultation of Urological Diseases (ICUD) by 10 urologists from high-volume active surveillance practices at international centers. Topics reviewed include SRM biology and clinical behavior, current national and international guidelines for active surveillance of SRM patients, active surveillance utilization patterns and barriers to implementation, outcomes and limitations of the active surveillance literature, criteria for active surveillance patient selection, protocols for active surveillance management including frequency/modality of imaging and the role of renal tumor biopsy, triggers for delayed intervention during active surveillance including tumor factors and patient factors, and pathological outcomes of delayed intervention. …”
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Interconnected risks: Exploring the nexus of zoonosis and climate change by Sara Basiri

“…Changes in temperature and precipitation patterns influence the survival, reproduction, and activity of disease-carrying vectors like mosquitoes, ticks, and sandflies. …”
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Halal Fashion and Gen Z: Driving Sustainability Through Lifestyle by Affa Ahmad Syaiful, Khasanah Eka Siti

“…The research aims to explore how lifestyle influences consumption patterns and contributes to sustainable economic development through the principles of ethical and responsible practices inherent in halal concepts. …”
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New forms of production organization: pearl companies by L. V. Kuropatkina

“…Objective: to develop a management system for new types of companies (pearl organizations).Methods: abstract-logical, methods of analysis and synthesis of theories and patterns of development of managerial approaches in economics.Results: the study of the evolution of organizational structures in production management within the concept of spiral dynamics by K. …”
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Safety and Security Considerations for Online Laboratory Management Systems by Andrea Eugenia Pena-Molina, Maria Mercedes Larrondo-Petrie

“…Adopting remote laboratories as a substitute for conventional hands-on labs has raised concerns regarding the safety and security of both the remote lab stations and the Online Laboratory Management Systems (OLMSs). Design patterns and architectures need to be developed to attain security by design in remote laboratories. …”
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Optimization complexity and resource minimization of emitter-based photonic graph state generation protocols by Evangelia Takou, Edwin Barnes, Sophia E. Economou

“…While the complexity of optimizing emitter-emitter CNOT counts is likely NP-hard, we are able to develop heuristics based on strong connections between graph transformations and the optimization of stabilizer circuits. These patterns allow us to process large graphs and still achieve a reduction of up to 66% in emitter CNOTs, without relying on subtle metrics such as edge density. …”
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Analyzing the influence of TOE factors on e-auditing adoption in audit firms: The moderating effect of trust by Reem Al-Araj

“…The TOE model represents “Technological, Organizational, and Environmental” variables that function as key examination areas in organizational analysis and management practices when researchers study technological implementation and adoption patterns in industrial environments. …”
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Wear Resistance of Additively Manufactured Footwear Soles by Shuo Xu, Shuvodeep De, Meysam Khaleghian, Anahita Emami

“…Finite element method (FEM) simulations incorporating the Ogden hyperelastic model were employed to investigate the stress distribution and wear patterns. The results revealed that TPR exhibits superior abrasion resistance and stable wear curves, making it suitable for high-load applications. …”
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An Integrated Methodology for Enhancing Reverse Logistics Flows and Networks in Industry 5.0 by Al-Amin Abba Dabo, Amin Hosseinian-Far

“…We focus on the strategic role of reverse logistics in this context, underlining its significance in optimizing resource use, reducing waste, and enhancing sustainable production and consumption patterns. Adopting sustainable industrial practices is critical to addressing global environmental challenges. …”
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