Training a Minesweeper Agent Using a Convolutional Neural Network by Wenbo Wang, Chengyou Lei

“…Although there is room for improvement in sample efficiency and training stability in the DQN model, its greater generalization ability makes it highly promising for application in more complex decision-making tasks.…”
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Accelerating crystal structure search through active learning with neural networks for rapid relaxations by Stefaan S. P. Hessmann, Kristof T. Schütt, Niklas W. A. Gebauer, Michael Gastegger, Tamio Oguchi, Tomoki Yamashita

“…Using this approach, we are able to effectively identify the most promising candidates for further evaluation using density functional theory (DFT). Our method not only reliably reduces computational costs by up to two orders of magnitude across the benchmark systems Si16, Na8Cl8, Ga8As8 and Al4O6 but also excels in finding the most stable minimum for the unseen, more complex systems Si46 and Al16O24. …”
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Application of the New Mapping Method to Complex Three Coupled Maccari’s System Possessing M-Fractional Derivative by Jan Martinovic, Aziz Ur Rehman, Muhammad Bilal Riaz

“…Furthermore, the incorporation of M-Truncated derivative enables a more extensive exploration of solution patterns. …”
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Comparison of Machine Learning and Statistical Approaches of Detecting Anomalies Using a Simulation Study by Klaudia Lenart

“…Methodology: A simulation study was conducted, during which the data was generated using copula functions. For the purpose of generating different types of anomalies, marginal distributions of the variables were manipulated. …”
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Direct coupling analysis and the attention mechanism by Francesco Caredda, Andrea Pagnani

“…Abstract Proteins are involved in nearly all cellular functions, encompassing roles in transport, signaling, enzymatic activity, and more. …”
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Hepatopulmonary syndrome in patients with porto-sinusoidal vascular disorder: Characteristics and outcome by Sabrina Sidali, Ylang Spaes, Kinan El Husseini, Odile Goria, Vincent Mallet, Armelle Poujol-Robert, Anne Gervais, Adrien Lannes, Dominique Thabut, Jean-Baptiste Nousbaum, Isabelle Hourmand-Ollivier, Charlotte Costentin, Alexandra Heurgué, Pauline Houssel-Debry, Sophie Hillaire, Nathalie Ganne-Carrié, Nicolas Drilhon, Shanta Ram Valainathan, Lucile Moga, Marion Tanguy, Estelle Marcault, Aurélie Plessier, François Durand, Sarah Raevens, Valérie Paradis, Agnès Cachier, Laure Elkrief, Pierre-Emmanuel Rautou

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Gender differences in victims of war torture: Types of torture and psychological consequences by Špirić Željko, Opačić Goran, Jović Vladimir, Samardžić Radomir, Knežević Goran, Mandić-Gajić Gordana, Todorović Milorad

“…'Common torture' and 'sadistic torture' were more prominent in men, and 'sexual torture' was more present in women. …”
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Assessment of mental health in adults of the northern part of the city of Kosovska Mitrovica by Mirković Momčilo, Simić Snežana, Trajković Goran

“…Mental health disorders lead to disorder of effective functioning of people and deterioration of quality of life. …”
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Preopenness Degree in RL-Fuzzy Bitopological Spaces by O. H. Khalil, K. E. El-Helow, A. Ghareeb

“…We find that our paper offers more general results since RL-fuzzy bitopology is a generalization of L-bitopology, RL-bitopology, and L-fuzzy topology.…”
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A novel economic load dispatch method of microgrid based on hybrid slime mould and genetic algorithm by Wei Ba, Wei Sun, Chunjiang Zhao, Qi Li

“…Objective function models and their constraints based on wind, photovoltaic, energy storage and fuel power generation are presented. …”
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Monetary and fiscal policies in Brazil and the behavioral approach by Raphael José Pereira Freitas

“…Impulse response functions (IRF) assess the dynamic effects of policy shocks, providing a comparative analysis of the two frameworks. …”
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Argumentation and the “New Oratory”: the staging of the speaker in investor pitches in English by Fiona Rossette-Crake

“…The various ways in which the personal and authentic dimensions are enacted within the linguistic interface, and within other more general discursive levels (for example scenography, body language), are examined within examples taken from one specific New Oratory genre, the investor pitch. …”
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Clinical and cost-effectiveness of first contact physiotherapy for musculoskeletal disorders in primary care: the FRONTIER, mixed method realist evaluation by Nicola E Walsh, Alice Berry, Serena Halls, Rachel Thomas, Hannah Stott, Cathy Liddiard, Zoe Anchors, Fiona Cramp, Margaret E Cupples, Peter Williams, Heather Gage, Dan Jackson, Paula Kersten, Dave Foster, Justin Jagosh

“…When we looked at the effectiveness of first-contact physiotherapy compared with general practitioner-led approaches, we found that it did not matter whether the patient consulted a general practitioner or a first-contact physiotherapist, they would all achieve the same outcome after 6 months, but when we looked at data at 3 months, a greater proportion of patients who saw first-contact physiotherapists seemed to improve more quickly than if they saw a general practitioner and, in some cases, had fewer days off work. …”
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A Fused Multiscale Pictorial Sequence Learning Mechanism Applied to Pavement Detection by Zhang Jiazhen, Wang Xiulai, Zhao Shuxu

“…The experimental results show that the multi-scale fusion features capture more complete information about the temporal trajectory than the single latent variable feature information, suggesting that the proposed algorithm exhibits better comprehensive performance and generalization ability than unimproved machine learning algorithms and typical deep learning classifiers.…”
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Risk Measure Examination for Large Losses by Miwaka Yamashita

“…The analysis incorporates the certainty equivalent, generation of the optimal certainty equivalent formulation, divergence utility, and general utility functions in their original form, and their relationship with expectiles and elicitability. …”
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Transcriptomal profiling of bovine ovarian granulosa and theca interna cells in primary culture in comparison with their in vivo counterparts. by Nicholas Hatzirodos, Claire Glister, Katja Hummitzsch, Helen F Irving-Rodgers, Philip G Knight, Raymond J Rodgers

“…However, the pathways involved generally differed between the two cell types. With the thecal cultures a gene expression signature of an immune response was more abundant, probably by leukocytes amongst the cells cultured from the theca interna. …”
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Local Integral Estimates for Quasilinear Equations with Measure Data by Qiaoyu Tian, Shengzhi Zhang, Yonglin Xu, Jia Mu

“…Local integral estimates as well as local nonexistence results for a class of quasilinear equations -Δpu=σP(u)+ω for p>1 and Hessian equations Fk-u=σP(u)+ω were established, where σ is a nonnegative locally integrable function or, more generally, a locally finite measure, ω is a positive Radon measure, and P(u)~exp⁡αuβ with α>0 and β≥1 or P(u)=up-1.…”
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A comprehensive review on the composition, processing methods, and sustainable utilization of tropical fruit seeds in food industry by Xuanyi Zhang, Jun Liang, Xiaojun Lin, Junzhe Chen, Xiaoyu Luo

“…However, considering they are still rich in nutritional and bioactive components, tropical fruit seeds are hidden jewelry that can be more extensively utilized in the food industry, such as in food processing, food preservation, and the formulation of functional foods. …”
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Low-overhead routing algorithm for opportunistic networks based on immunity information piggybacked by SV by Zhi REN, Cong CHEN, Ya-nan CAO, Chen PENG, Qian-bin CHEN

“…A novel routing algorithm,LRPI (low-overhead routing with piggybacked immunity information) was proposed.LRPI contains the following four new mechanisms:piggybacking the immune information with SV(summary vectors),fast generation of the immune information through a cross-layer method,an improved exchange mechanism of SV,and adaptive compression of SV.Based on the above new mechanism,LRPI not only avoids using special data structure but also can achieve the same immune function more quickly.Theoretical analysis and simulation results show that LRPI outperforms the classical epidemic routing algorithm and a few of its improvements in terms of control overhead,the number of saved packets,and average end-to-end delay.…”
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A nano-enabled structural GFRP composite for self-powered multi-sensing applications by Lampros Koutsotolis, Angelos Voudouris Itskaras, George Karalis, Alkiviadis S. Paipetis

“…With growing concerns around sustainability and energy consumption, the next generation of advanced composites needs to incorporate additional functionalities. …”
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