Hypergraph User Embeddings and Session Contrastive Learning for POI Recommendation by Yan Zhang, Bin Wang, Qian Zhang, Sulei Zhu, Yan Ma

“…However, existing methods are insufficient in capturing the interactions between users and POIs, fail to fully mine personalized user preferences, and do not adequately reveal the complex, high-order collaborative signals between users, which makes it difficult to effectively alleviate the problem of data sparsity. …”
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Single-View Depth Estimation: Advancing 3D Scene Interpretation With One Lens by Kavitha Dhanushkodi, Akila Bala, Neelam Chaplot

“…Traditional methods, such as stereo vision systems or hardware-based approaches like LiDAR, require multiple viewpoints or specialized equipment to calculate depth, making them complex and costly. In contrast, this method leverages convolutional neural networks (CNNs) trained on large-scale datasets containing ground truth depth information to predict the relative depth of objects in a scene and visualize it in a 3D perspective. …”
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Role of denoisers in simulation-based inference from graph-structured data: a case study for position inference in an astroparticle detector by Venkat Roy, Aaron Higuera, Shixiao Liang, Christina Peters, Waheed U. Bajwa, Christopher D. Tunnell

“…Statistical inference of parameters governing a complex physical process from observed data is an important task for several scientific domains. …”
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Climate Change Scenarios of Precipitation Extremes in the Carpathian Region Based on an Ensemble of Regional Climate Models by Ladislav Gaál, Romana Beranová, Kamila Hlavčová, Jan Kyselý

“…The study area is the Carpathian Basin (Central and Southeastern Europe) which has a complex topography and encompasses the whole territory of Slovakia and Hungary as well as major parts of Romania and western Ukraine. …”
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Design and Implementation of a Smart Campus Flexible Internet of Things Architecture on a Brazilian University by Bruno Oliveira Zarpellon, Luis de Oro Arenas, Eduardo Paciencia Godoy, Fernando Pinhabel Marafao, Helmo K. Morales Paredes

“…Although the concept of the smart campus was initially conceived to study the smart city in a less complex setting, over time, both concepts have evolved into distinct areas of inquiry, exhibiting unique characteristics and impacts. …”
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Predictive modeling and optimization of noise emissions in a palm oil methyl ester-fueled diesel engine using response surface methodology and artificial neural network integrated... by J.M. Zikri, M.S.M. Sani, M.F.F.A. Rashid, J. Muriban, G.S. Prayogo

“…Specific components, such as the radiator, crankshaft, and crankcase, exhibited minimal prediction errors under ANN-GA, suggesting that this model is particularly adept at capturing the complex noise emission patterns associated with POME-fueled engines. …”
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Effect of cooling medium temperature on cooling curve and microstructure of Ti65 alloy by DONG Xiaolin, LI Wenyuan, TAN Haibing, LIU Jianrong, LIU Qiaomu, CHEN Yulong, WANG Lei, WANG Qingjiang

“…The effect of oil temperature on the cooling curve is mainly attributed to changes in oil viscosity and fluidity， while the effect of air temperature on the cooling curve is mainly attributed to multiple complex factors such as air density and temperature gradient.…”
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Combining Individual‐Based Radio‐Tracking With Whole‐Genome Sequencing Data Reveals Candidate for Genetic Basis of Partial Migration in a Songbird by Matthias H. Weissensteiner, Kira Delmore, Valentina Peona, Juan Sebastian Lugo Ramos, Gregoire Arnaud, Julio Blas, Bruno Faivre, Ivan Pokrovsky, Martin Wikelski, Jesko Partecke, Miriam Liedvogel

“…While this region showed high levels of differentiation, no fixed variant could be identified, supporting the notion that a complex phenotype such as migratory behavior is likely controlled by a large number of genetic loci.…”
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Pathological Features of Mitochondrial Ultrastructure Predict Susceptibility to Post-TIPS Hepatic Encephalopathy by Hong-bin Li, Zhen-dong Yue, Hong-wei Zhao, Lei Wang, Zhen-hua Fan, Fu-liang He, Xiao-qun Dong, Fu-quan Liu

“…Post-TIPS hepatic encephalopathy (PSE) is a complex process involving numerous risk factors; the root cause is unclear, but an elevation of blood ammonia due to portosystemic shunt and metabolic disorders in hepatocytes has been proposed as an important risk factor. …”
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Robotic pedicle screw placement for minimal invasive thoracolumbar spine surgery: a technical note by Luthfi Gatam, Luthfi Gatam, Luthfi Gatam, Phedy Phedy, Phedy Phedy, Syafruddin Husin, Harmantya Mahadhipta, Asrafi Rizki Gatam, Asrafi Rizki Gatam, Asrafi Rizki Gatam, Mitchel Mitchel, Karina Sylvana Gani, Erica Kholinne, Erica Kholinne

“…BackgroundPedicle screw placement in spine surgery is a complex and delicate procedure that requires precise and accurate placement of pedicle screws. …”
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Prediction of Fracture Evolution and Groundwater Inrush from Karst Collapse Pillars in Coal Seam Floors: A Micromechanics-Based Stress-Seepage-Damage Coupled Modeling Approach by Yinlong Lu, Bingzhen Wu, Mengqi He, Lianguo Wang, Dan Ma, Zhen Huang

“…The presented model also provides a visual representation of the complex process of KCP activation and groundwater inrush channel formation. …”
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slendr: a framework for spatio-temporal population genomic simulations on geographic landscapes by Petr, Martin, Haller, Benjamin C., Ralph, Peter L., Racimo, Fernando

“…This spatial dimension is often neglected, partly due to the lack of tools specifically designed for building and evaluating complex spatio-temporal population genetic models. …”
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Multilevel support-assisted prototype optimization network for few-shot medical segmentation of lung lesions by Yuan Tian, Yongquan Liang, Yufeng Chen, Jingjing Zhang, Hongyang Bian

“…Lesion areas usually have complex shapes and blurred edges. Lesion segmentation requires more attention to deal with the diversity and uncertainty of lesions. …”
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The role of lactylation in tumor growth and cancer progression by Khulood Al-Malsi, Khulood Al-Malsi, Khulood Al-Malsi, Sinan Xie, Sinan Xie, Sinan Xie, Yunshi Cai, Yunshi Cai, Yunshi Cai, Nader Mohammed, Kunlin Xie, Kunlin Xie, Kunlin Xie, Tian Lan, Tian Lan, Tian Lan, Hong Wu, Hong Wu, Hong Wu

“…BackgroundLactate’s perception of lactate has changed over the last 30 years from a straightforward metabolic byproduct to a complex chemical with important biological activities, such as signal transduction, gluconeogenesis, and mitochondrial respiration. …”
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A dataset on bathymetry and hydrology of an emerging periglacial lagoon in Svalbard, ArcticMendeley Data by Andrius Šiaulys, Aleksej Šaškov, Greta Kilmonaitė, Dzmitry Lukashanets, Tobia Politi, Aurelija Samuilovienė, Anastasija Zaiko, Sergej Olenin

“…The lagoon consists of several semi-isolated water bodies characterized by distinct bottom geomorphology and complex hydrological structure. The deepest part (42.8 m) was observed near the glacier front, while extensive shallow areas have depths of less than 1 m. …”
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Catalytic Activity of a Composition Based on Strontium Bismuthate and Bismuth Carbonate at the Exposure to the Light of the Visible Range by K. S. Makarevich, A. V. Zaitsev, O. I. Kaminsky, E. A. Kirichenko, I. A. Astapov

“…These compositions are obtained through pyrolytic synthesis from organic precursor complexes of strontium and bismuth with sorbitol. It has been established that the synthesised powder materials absorb the light of the visible range up to 500 nm owing to the presence of a narrow-gap semiconductor strontium bismuthate. …”
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De novo assembly of the complete mitochondrial genomes of two Camellia-oil tree species reveals their multibranch conformation and evolutionary relationships by Zhun Xiao, Yiyang Gu, Junqin Zhou, Mengqi Lu, Jinfeng Wang, Kaizheng Lu, Yanling Zeng, Xiaofeng Tan

“…This sheds light on mitogenome structural complexities and contributes to our understanding of evolutionary processes. …”
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Soil Alveolata diversity in the undisturbed steppe and wheat agrocenoses under different tillage by N. B. Naumova, P. A. Barsukov, O. A. Baturina, O. A. Rusalimova, M. R. Kabilov

“…The ITS-metabarcoding technique was used for the first time in the research of ciliates diversity; further studies, embracing diverse aspects of soil ciliates by combining -omics methodology with the traditional one, are needed to get a better insight on the ecological roles of the main ciliate taxa in the complex soil system.…”
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Deciphering the Transcriptional Metabolic Profile of Adipose-Derived Stem Cells During Osteogenic Differentiation and Epigenetic Drug Treatment by Giulia Gerini, Alice Traversa, Fabrizio Cece, Matteo Cassandri, Paola Pontecorvi, Simona Camero, Giulia Nannini, Enrico Romano, Francesco Marampon, Mary Anna Venneri, Simona Ceccarelli, Antonio Angeloni, Amedeo Amedei, Cinzia Marchese, Francesca Megiorni

“…These findings highlight the complex interplay of the metabolic, structural, and signaling pathways that orchestrate osteogenic differentiation. …”
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Exoscope-assisted spine surgery: Current applications and future directions–A short review by Tomas Ferreira, Sakshi Roy, Joecelyn Kirani Tan, Wireko Andrew Awuah, Vallabh Shet, Favour Tope Adebusoye, Adrenito Nicolas, Toufik Abdul-Rahman

“…The application of exoscopes have improved spine surgeries such as spinal fusion procedures, decompression surgeries, instrumentation surgeries, minimally invasive and complex surgeries. These improvements include enhanced visualisation, improved ergonomics, improved surgical precision, reduced operation times and postoperative infection rates. …”
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