GAPO: A Graph Attention-Based Reinforcement Learning Algorithm for Congestion-Aware Task Offloading in Multi-Hop Vehicular Edge Computing by Hongwei Zhao, Xuyan Li, Chengrui Li, Lu Yao

“…Building on this foundation, an attention-based Actor–Critic framework makes joint offloading decisions by intelligently selecting the optimal destination and collaboratively determining the ratios for offloading and resource allocation. A multi-objective reward function, designed to minimize task latency and to alleviate link congestion, guides the entire learning process. …”
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ANATOMICAL AND GENETIC PREDISPOSITION FOR CARIES IN PERMANENT DENTITION. REVIEW by K.A. Udaltsova, E.O. Pisarenko

“…Database PubMed Central® (PMC) was used as a source for literature review because of analogues studying lack among Ukrainian population. …”
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Bifurcation and controller design in a 3D delayed predator-prey model by Jinting Lin, Changjin Xu, Yiya Xu, Yingyan Zhao, Yicheng Pang, Zixin Liu, Jianwei Shen

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Multi-Timescale Nested Hydropower Station Optimization Scheduling Based on the Migrating Particle Whale Optimization Algorithm by Mi Zhang, Guosheng Zhou, Bei Liu, Dajun Huang, Hao Yu, Li Mo

“…Validation on classical test functions and the Jiangpinghe River of the multi-timescale nested optimal scheduling model demonstrates that MPWOA exhibits faster convergence and stronger optimization capabilities and significantly improves power generation. …”
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Flow-based Text Style Transfer Model by Zihan ZHANG, Jinqiao DAI, Pin YANG

“…In addition, a pre-trained discriminator is employed in the model training process to compare reconstructed stylized <inline-formula><tex-math id="M33-1">$ {\boldsymbol{z}}_{\mathrm{b}}^{\mathrm{*}} $</tex-math><alternatives><graphic specific-use="online" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="202300639_M33-1.jpg"/><graphic specific-use="print" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="202300639_M33-1.png"/></alternatives></inline-formula> with its original content source <inline-formula><tex-math id="M34-1">$ {\boldsymbol{z}}_{\mathrm{a}} $</tex-math><alternatives><graphic specific-use="online" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="202300639_M34-1.jpg"/><graphic specific-use="print" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="202300639_M34-1.png"/></alternatives></inline-formula> The results are utilized to optimize the decoder. …”
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Multidimensional bioinformatics analysis reveals the potential carcinogenic role of acrylamide in colorectal cancer by Xiaopeng Yu, Junjie Niu, Jinyang Hu

“…Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed to elucidate gene functions, while clinical feature correlation analysis and single-sample gene set enrichment analysis (ssGSEA) were utilized to assess immune infiltration characteristics. …”
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Physical activity coaching for adults with mobility limitations: protocol for the ComeBACK pragmatic hybrid effectiveness-implementation type 1 randomised controlled trial by Kirsten Howard, Anne Tiedemann, Catherine Sherrington, Tammy Hoffmann, Kim L Bennell, Colin Greaves, Rana S Hinman, Nicholas F Taylor, Andrew Milat, Marina Pinheiro, Leanne Hassett, Maria Crotty, Lisa Harvey, Daniel Treacy, Matthew Jennings, Maayken van den Berg, Siobhan Wong, Catherine Kirkham, Elizabeth Ramsay, Sandra O'Rourke

“…Secondary outcomes include other physical activity measures, measures of health and functioning, individualised mobility goal attainment, mental well-being, quality of life, rate of falls, health utilisation and intervention evaluation. …”
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Cooperative Networking towards Maritime Cyber Physical Systems by Tingting Yang, Hailong Feng, Chengming Yang, Zhonghua Sun, Jiadong Yang, Fan Sun, Ruilong Deng, Zhou Su

“…The game theoretic procedure that converges to Nash equilibrium based on the utility and payoff function is illustrated. Simulation results demonstrate that our proposed strategy could effectively increase the throughput as well as the payoffs of the system.…”
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On the Deployment of Edge AI Models for Surface Electromyography-Based Hand Gesture Recognition by Andres Gomez-Bautista, Diego Mendez, Catalina Alvarado-Rojas, Ivan F. Mondragon, Julian D. Colorado

“…Background: Robotic-based therapy has emerged as a prominent treatment modality for the rehabilitation of hand function impairment resulting from strokes. Aim: In this context, feature engineering becomes particularly important to estimate the intention of upper limb movements by utilizing machine learning models, especially when a hardware embedded-on-board implementation is expected, due to the strong computational, energy, and latency constraints. …”
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Biological crusts increase soil microbial biomass and alter bacterial and fungal community compositions under pine restored over ten years in a Pisha sandstone soil by Qi Le, Qi Le, Meng Ru, Meng Ru, Ren Weibo, Ren Weibo, Zhang Min, Zhang Min, Mi Wentao, Mi Wentao, Yuan Ting, Yuan Ting, Liu Yaling, Yuan Feng

“…Due to their unique structure and functions, biocrusts can significantly improve soil structure, enhance soil nutrient accumulation and cycling, and mitigate soil erosion, thereby providing critical support for ecological restoration and sustainable development. …”
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Impact of microgravity and lunar gravity on murine skeletal and immune systems during space travel by Yui Okamura, Kei Gochi, Tatsuya Ishikawa, Takuto Hayashi, Sayaka Fuseya, Riku Suzuki, Maho Kanai, Yuri Inoue, Yuka Murakami, Shunya Sadaki, Hyojung Jeon, Mio Hayama, Hiroto Ishii, Yuki Tsunakawa, Hiroki Ochi, Shingo Sato, Michito Hamada, Chikara Abe, Hironobu Morita, Risa Okada, Dai Shiba, Masafumi Muratani, Masahiro Shinohara, Taishin Akiyama, Takashi Kudo, Satoru Takahashi

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Clay and sawdust-based filters efficiency for the removal of dyes, chromium, and bacterial load: A promising approach for the treatment of industrial effluents by Mubashra Sadaqat, Abida Kausar, Munawar Iqbal, Fatimah M. Alzahrani, Mazhar Abbas, Wissem Mnif, Arif Nazir

“…Water resources are increasingly being contaminated due to rapid industrialization and urbanization, and implementing effective wastewater treatment approaches is essential to address this issue. …”
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Preparation of PET matrix gradient composite fiber membrane for coal mine and Study on the dust filtration-moisture permeability by Gang ZHOU, Zhuo XU, Liwei JIANG, Guanshuang CHEN, Yunlong MA, Rulin LIU, Yongmei WANG

“…It could be concluded that the proposed multi-layer gradient fibrous filter medias will have broad application prospects in the area of respiratory protection in the humid-hot-dusty industrial/ mining environment, which could also provide a new approach for the resource utilization of wastes.…”
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Inverse Analysis of Thermal Parameters of Arch Dam Concrete Based on Walrus Optimization Algorithm by Youle Wang, Zhengjian Miao, Rui Song, Junchi Zhou, Yuheng Pan, Feng Wang

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Multi-dimensional Exposure Characteristics and Health Benefits Differentiation of Green Spaces within Community Life Circle by Hailin HONG, Qing CHANG

“…This is closely related to the functional attributes and usage of these spaces. The impact of different green space exposure dimensions on residents’ physical and mental health also shows marked differences. …”
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Systematic identification and characterization of high efficiency Cas9 guide RNAs for therapeutic targeting of ADAR. by Benjamin G Gowen, Kory Melton, Weng In Leong, Prachi Khekare, Shannon McCawley, Jean Chan, Pierre Boivin, Vihasi Jani, Aaron J Cantor, Akshay Tambe, Mary Haak-Frendscho, Mary J Janatpour, Spencer C Wei

“…These findings provide a resource of well-characterized, high efficiency ADAR-targeting Cas9 guide RNAs suitable for genomic medicines utilizing different delivery modalities and addressing different therapeutic areas.…”
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Resolving Turbulence Drivers in Two Luminous Obscured Quasars with JWST/NIRSpec Integral Field Unit by Mandy C. Chen, Hsiao-Wen Chen, Michael Rauch, Andrey Vayner, Weizhe Liu, David S. N. Rupke, Jenny E. Greene, Nadia L. Zakamska, Dominika Wylezalek, Guilin Liu, Sylvain Veilleux, Nicole P. H. Nesvadba, Caroline Bertemes

“…In this Letter, we investigate the turbulence and energy injection in the extended nebulae surrounding two luminous obscured quasars, WISEA J100211.29+013706.7 ( z = 1.5933) and SDSS J165202.64+172852.3 ( z = 2.9489). Utilizing high-resolution data from the NIRSpec integral field unit onboard the James Webb Space Telescope, we analyze the velocity fields of line-emitting gas in and around these quasars and construct the second-order velocity structure functions (VSFs) to quantify turbulent motions across different spatial scales. …”
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Life Cycle Assessment of Biofuel Production from Sugarcane Bagasse by Nasri Nurul Farhana, Mohd Hanafiah Marlia, Harun Siti Norliyana, Chong Jing Wen, Hassan Faez M.

“…The functional unit in this study was 252 kg of bioethanol produced from 1 ton of sugarcane bagasse. …”
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Accelerated Real-Time Simulations for Testing a Reactive Power Flow Controller in Long-Term Case Studies by Katja H. Sirviö, Mike Mekkanen, Kimmo Kauhaniemi, Hannu Laaksonen, Ari Salo, Felipe Castro, Davood Babazadeh

“…The platform is planned to be utilized in the development and testing of active network management functions for microgrids and smart grids. …”
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Synergizing BRDF correction and deep learning for enhanced crop classification in GF-1 WFV imagery by Yuanwei Chen, Yang Li, Runze Li, Chongzheng Guo, Jilin Li

“…Accurate crop classification is essential for agricultural management, resource allocation, and food security monitoring. …”
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