Enhancing generalization in reinforcement learning for robotic control through deep policy similarities by Ming Chong Lim, Han-Lim Choi

“…Traditional reward-based bisimulation metrics often fail to enable effective policy transfer, particularly in environments with inconsistent reward structures. DeePS overcomes these limitations by leveraging policy similarities and approximating the policy similarity metric using a forward dynamics model. …”
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Knowledge and space in models of regional development by T. B. Melnikova

“…The article provides structured analysis of the well known models to research regional development, which combines factors of knowledge and space. …”
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Acute Approaches to the Development of Closed Cycle Economy in the Field of Hard Communal Waste Treatment by A. I. Sukhorukov, E. A. Zakharova

“…By methods of analysis and synthesis the article studies the problem of developing closed cycle economy in the field of hard communal waste treatment (HCW). …”
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Navigating Paradoxical and Ambidextrous Leadership in High-Quality LMX Relationships: Moral Licensing and Ethical Double Standards by Lopez Irving

“…Employing a robust mixed-methods approach, the research looks to integrate quantitative analyses of survey data with qualitative insights from semi-structured interviews. …”
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THE METHODOLOGY FOR MEASURING FINANCIAL CONTAGION: THE CASE STUDY OF BANK DEFAULT RISK SIMULATION by V. E. Rasskazov

“…Basic approaches to measure financial contagion in time and structural perspectives have been suggested. An important aspect of the financial effect of contagion is the fact that it occurs in the dynamics which implies a more significant impact than might initially be expected. …”
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THE DEEP LEARNING APPROACH IN SOCIOLOGY EDUCATION AT THE HIGH SCHOOL LEVEL by Fritz Hotman Syahmahita Damanik, Gibran Muhammad

“…The study explores the integration of deep learning approaches into high school Sociology education, addressing the need for transformative teaching methodologies in an era of increasing complexity in social dynamics. Sociology, with its focus on understanding societal structures and relationships, provides an ideal platform for employing deep learning strategies such as project-based learning, case studies, and reflective discussions. …”
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Jumping knowledge graph attention network for resource allocation in wireless cellular system by Qiushi Sun, Zhou Fang, Yin Li, Ovanes Petrosian

“…Extensive simulations demonstrate that the proposed algorithm significantly outperforms existing benchmark methods, exhibiting robust performance and strong generalization capabilities across a wide range of system parameter configurations.…”
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Challenges and responses to sea level rise in the context of climate change: A case study of the Paranaguá Estuarine Complex by Robert Silva, Mauricio Noernberg, Alexandre Lopes

“…This study reviews the methods to obtain coastal topo-bathymetric data and the tools available to produce flood maps and coastal sea-level rise monitoring models. …”
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Investment Analysis of the Chinese Game Industry – A Case Study of miHoYo by Liu Zonghao

“…It reviews historical industry trends, current business models, profit structures, investment conditions, and the legal environment that shape market dynamics in China. …”
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A GIS-based multiscale mapping framework to assess and visualize complex and polygenetic geomorphic systems – A novel ‘Geomorphic Entities’ approach by Manuel La Licata, Alberto Bosino, Mattia De Amicis, Andrea Terret, Michael Maerker

“…It complements traditional mapping methods by structuring complex geomorphological data for use in integrated modelling procedures.…”
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Higher Education Digital Academic Leadership: Perceptions and Practices from Chinese University Leaders by Meiying Jing, Zhen Guo, Xiao Wu, Zhi Yang, Xiaqing Wang

“…This study employs a mixed-methods approach, combining surveys and semi-structured interviews with mid-to-senior university administrators in Zhejiang and Guangdong, China, from whom the research identifies four core dimensions of DAL: digital strategic foresight, resource coordination, technology awareness, and culture building. …”
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Computational Study on the Separation of Pentane Isomers in Functionalized UiO-66 Metal-Organic Frameworks by Néstor Ariel Pérez-Chávez, Matias Rafti, Alberto Gustavo Albesa

“…Metal-Organic Frameworks (MOFs) offer promising solutions due to their exceptional porosity, surface area, and, crucially, their structural and chemical tunability. This study employs advanced computational methods, including Grand Canonical Monte Carlo (GCMC) simulations and Molecular Dynamics (MD), to systematically investigate the adsorption and separation of pentane isomers (n-pentane, isopentane, and neopentane) in the UiO-66 MOF family. …”
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A Machine Learning Platform for Isoform-Specific Identification and Profiling of Human Carbonic Anhydrase Inhibitors by Lisa Piazza, Miriana Di Stefano, Clarissa Poles, Giulia Bononi, Giulio Poli, Gioele Renzi, Salvatore Galati, Antonio Giordano, Marco Macchia, Fabrizio Carta, Claudiu T. Supuran, Tiziano Tuccinardi

“…To gain mechanistic insights, SHAP-based feature importance analysis and molecular docking supported by molecular dynamics simulations were employed, highlighting the structural determinants of the predicted activity. …”
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Heavy grazing intensifies antagonistic effects of nitrogen and phosphorus addition on the water use efficiency of grasslands in Inner Mongolia by Xuebao Xu, Shiming Tang, Yanlong Li, Guangyi Lv, Tongrui Zhang, Bin Zhang, Zhaokai Sun, Zhenpeng Liu, Xinning Wang, Hongyun Yao, Cuiping Gao, Xinya Wang, Chongzhi Sun, Fengqin Yuan, Lei Zhang, Chengjie Wang

“…This antagonistic effect was amplified under heavy grazing, leading to reduced plant WUE. Structural equation modeling analysis further identified soil temperature and leaf total N as the dominant factors governing plant WUE dynamics, with both factors contributing to an increase in plant WUE. …”
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Unravelling the human taste receptor interactome: machine learning and molecular modelling insights into protein-protein interactions by Harry Zaverdas, Filip Stojceski, Rocío Romero-Zaliz, Lampros Androutsos, Pantelis Makrygiannis, Lorenzo Pallante, Vanessa Martos, Gianvito Grasso, Marco A. Deriu, Konstantinos Theofilatos, Seferina Mavroudi

“…To this end, we propose a comprehensive machine learning approach to accurately predict and quantify protein-protein interactions using an ensemble evolutionary algorithm. 1,647,374 positive and 894,213 negative experimentally verified protein-protein interactions were mined and characterized using 61 functional orthology, sequence, co-expression and structural features. The binary classifier significantly improved the accuracy of existing methods, reconstructing the full taste receptor interactome and was combined with a regressor that estimates the binding strength of positive interactions. …”
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Next-Generation Biomaterials for Load-Bearing Tissue Interfaces: Sensor-Integrated Scaffolds and Mechanoadaptive Constructs for Skeletal Regeneration by Rahul Kumar, Kyle Sporn, Pranay Prabhakar, Phani Paladugu, Akshay Khanna, Alex Ngo, Chirag Gowda, Ethan Waisberg, Ram Jagadeesan, Nasif Zaman, Alireza Tavakkoli

“…Advancements in load-bearing tissue repair increasingly demand biomaterials that not only support structural integrity but also interact dynamically with the physiological environment. …”
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Artificial Intelligence (AI) in Education: A Case Study on ChatGPT’s Influence on Student Learning Behaviors by Thuy Nhu Thi Nguyen , Nam Van Lai , Quyet Thi Nguyen

“…Materials/methods. A mixed-methods approach was used, involving 73 first and second-year students from HCMUTE selected through stratified random sampling. …”
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Strategic Planning Model in Higher Education using Neutrosophic Z Numbers by Luis León Gómez, Hortencio Flores Flores, Adán Humberto Estela Estela, Manuel Cesar Vildoso Villegas, Juvita Dina Soto Hilario, Virgilio Vildoso Gonzales, Abarca Arias Yessika Madelaine

“…The presented model represents a significant advance over traditional methods, comprehensively capturing the complexity inherent in modern university systems. …”
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Digital technologies in the classrooms in the last decade (2014–2023): a bibliometric analysis by Talha Mahboob Alam, George Adrian Stoica, Kshitij Sharma, Özlem Özgöbek

“…Furthermore, scientific mapping has also been done to visualize the prevalent structural aspects and hot research topics to observe the evolving dynamics over the past 10 years.ResultsThe findings indicate a significant rise in publications over the past decade, with an annual growth of 21.5 per cent. …”
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THREE MAIN APPROACHES OF DIASPORA DIPLOMACY IN FOREIGN POLICY by A. A. Torrealba

“…Objective: to analyze the notion of “diaspora diplomacy” and the main concepts connected with it.Methods: dialectic approach to cognition of the social phenomena, allowing to analyze them in their historical development and functioning in the context of the integrity of objective and subjective factors, which determined the choice of the following research methods: systemic-structural, formal-juridical, comparative.Results: it is proved in the article, that a diaspora is a part of a nation or a community located in different parts of the world outside the country of origin. …”
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