Exploring the nexus of many-body theories through neural network techniques: the tangent model by Senwei Liang, Karol Kowalski, Chao Yang, Nicholas P Bauman

“…The NN representation not only allows us to evaluate the effective interactions efficiently for various geometrical configurations of chemical systems corresponding to various levels of complexity of the underlying wave functions, but also reveals that the bare and effective interactions are related by a tangent function of some latent variables. …”
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Statistical Modeling and Probable Calculation of the Strength of Materials with Random Distribution of Surface Defects by Roman Kvit, Petro Pukach, Tetyana Salo, Myroslava Vovk

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APPROACH TO CONSTRUCTION OF DECISION SUPPORT SYSTEMS FOR THE FUNCTIONAL STATE EVALUATION OF A HUMAN OPERATOR USING ADAPTIVE INFORMATION MODELS by Serhii P. Kolachov, Oleksii V. Drahliuk, Oleksandr V. Shemendiuk

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A Novel Model for Optimizing Roundabout Merging Decisions Based on Markov Decision Process and Force-Based Reward Function by Qingyuan Shen, Haobin Jiang, Aoxue Li, Shidian Ma

“…A force-based reward function, derived from constitutive relations, simulates vehicle-roundabout interactions, offering detailed, physically consistent feedback that enhances learning results. …”
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Multi-spatial urban function modeling: A multi-modal deep network approach for transfer and multi-task learning by Zhaoya Gong, Chenglong Wang, Bin Liu, Binbo Li, Wei Tu, Yuting Chen, Zhicheng Deng, Pengjun Zhao

“…A range of data-driven models based on the representation learning of multiple data sources have focused on extracting spatially explicit characteristics at the feature level for urban function inference. …”
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Role of Fear and disease on the Dynamics of two prey-one predator model with extended Holling type II functional response by Hawda Numan, Arkan Mustafa

“… This paper deals with the studying and modeling the dynamical interaction between two prey where one of the prey species behave stronger than other, and one predator species,. …”
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Hydra Effect and Harvesting Optimal Policy in a Generalist Predator Prey Model With General Holling Type Response Functions by Solomon Molla Alemu, Mohammed Yiha Dawed, Tesfaye Tefera Mamo

“…Mainly, in this stable species interaction model, we showed (i) predator harvesting establishes hydra effect in a generalist predator–prey model; (ii) the global MSTY exists in a generalist prey–predator system for Holling Type I (HT-I) functional response for some conditions; and (iii) an optimal stock level maximizes the net revenue applying an optimal harvesting effort. …”
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Effect of an amount of extra food on the dynamics of a food -web model with modified Holling type II functional response by Arkan Mustafa

“…The top predator species predate both prey species and intermediate predator species according to extended Holling type II functional response for two prey species. Firstly it is proved that the model solutions are bounded under certain condition. …”
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Comparative Evaluation of Mathematical Model and In Vivo Study of Calcium Phosphate Bone Grafts by Mikhail A. Shlykov, Polina V. Smirnova, Anatoliy S. Senotov, Anastasia Yu. Teterina, Vladislav V. Minaychev, Igor V. Smirnov, Roman A. Novikov, Ekaterina I. Marchenko, Pavel S. Salynkin, Vladimir S. Komlev, Roman S. Fadeev, Irina S. Fadeeva

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Rooting depth projections of global plant functional types and driving factors analysis based on a hybrid modeling framework by Qinggong Han, Bo Liu, Yunuo Liu, Jielin Zhang, Yongxia Ding, Shouzhang Peng

“…Rooting depth serves as a critical parameter in earth system and hydrological models. However, the lack of rooting depth gridded dataset has hindered investigations into the interactions between rooting depth and terrestrial hydrological and biogeochemical processes worldwide. …”
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Data driven modeling of TiO2 PVP nanofiber diameter using LSTM and regression for enhanced functional performance by Harshada Mhetre, Sagar Pande, Babita Singla, Pavan Hiremath, Samriddh Sahu, Sarvesh Sorte, Ketan Kotecha, Nithesh Naik

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Development and functional validation of a disulfidoptosis-related gene prognostic model for lung adenocarcinoma based on bioinformatics and experimental validation by Tao Shen, Tao Shen, Zhuming Lu, Sisi Yang, Dongxi Zhang, Yongwen Ke, Zhuowen Chen, Jinqiang Wu, Jinqiang Wu, Weidong Wu

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Blocking interaction between SHP2 and PD‐1 denotes a novel opportunity for developing PD‐1 inhibitors by Zhenzhen Fan, Yahui Tian, Zhipeng Chen, Lu Liu, Qian Zhou, Jingjing He, James Coleman, Changjiang Dong, Nan Li, Junqi Huang, Chenqi Xu, Zhimin Zhang, Song Gao, Penghui Zhou, Ke Ding, Liang Chen

“…PD‐1/PD‐L1 antibody inhibitors currently approved for clinical usage block interaction between PD‐L1 and PD‐1 to enhance cytotoxicity of CD8+ cytotoxic T lymphocyte (CTL). …”
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Aeromonas hydrophila RTX adhesin has three ligand-binding domains that give the bacterium the potential to adhere to and aggregate a wide variety of cell types by Qilu Ye, Robert Eves, Tyler D. R. Vance, Thomas Hansen, Adam P. Sage, Andrea Petkovic, Brianna Bradley, Carlos Escobedo, Laurie A. Graham, John S. Allingham, Peter L. Davies

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Investigating the interaction between tangeretin metabolism and amelioration of gut microbiota disorders using dextran sulfate sodium-induced colitis and antibiotic-associated diar... by Jingyi Xu, Yilu Chen, Minmin Zhan, Shijun Liu, Huikun Zhang, Qianhua Wu, Jie Xiao, Yong Cao, Hang Xiao, Mingyue Song

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Dual equivalence between the Maxwell-Chern-Simons theory and two self-dual massive models interacting with matter in N=2, d = 3 superspace by F.S. Gama, J.R. Nascimento, A.Yu. Petrov, P. Porfirio

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Repurposing statins for the treatment of larval cestodiases: in silico evaluation of statin-HMG-CoA reductase interactions and assessment of statin effects on a cestode model by Marina Monteiro Guedes, Jeferson Camargo de Lima, Jéssica Andrade Paes, María del Pilar Cevasco Contreras, Ana María Celentano, Arnaldo Zaha, Karina Mariante Monteiro, Mara Cecilia Rosenzvit, Henrique Bunselmeyer Ferreira

“…The HMG-CoA reductase 3D-structure was predicted for orthologs from 3 cestodes of medical importance (Echinococcus multilocularis, Echinococcus granulosus sensu lato, and Taenia solium), and from a model cestode species (Mesocestoides corti). Molecular docking between cestode HMG-CoA reductase orthologs with simvastatin demonstrated that the Arg, Ser, Lys, and Glu residues in conserved positions of the active site interact with this drug, similarly to the interactions predicted for the human reference ortholog enzyme. …”
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Learning Interactions between Rydberg Atoms by Olivier Simard, Anna Dawid, Joseph Tindall, Michel Ferrero, Anirvan M. Sengupta, Antoine Georges

“…We prove a theorem establishing a bijective correspondence between the correlation functions and the interaction parameters in the Hamiltonian, which provides a theoretical foundation for our learning algorithm. …”
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Instability of interactives: The case of interjections in Gorwaa by Andrason Alexander, Harvey Andrew

“…Overall, the interjective category is modeled as a dynamic/fuzzy network of related (formally/functionally) constructions. …”
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Interaction between the non-alcoholic fatty liver disease fibrosis score and vitamin D deficiency on left ventricular hypertrophy and impaired diastolic function in patients with t... by Yun-Ming Li, Jia-Yi Huang, Ran Guo, Shi-Ming Li, Cong Chen, Min Wu, Run Wang, Ming-Ya Liu, Kai-Hang Yiu

“…The association between NFS and LV structure and diastolic function was assessed using multivariable linear regression models stratified by vitamin D levels. …”
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