3D Object Detection Based on Graph Network Fusion Sampling Strategy by LI Wenju, CHEN Zhilin, QU Jiantao, CUI Liu, CHU Wanghui, GAO Hui

“…Finally, the features of graph nodes are updated through feature interaction to improve the feature extraction ability of the network, thereby improving the target detection effect. …”
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Alternate encoder and dual decoder CNN-Transformer networks for medical image segmentation by Lin Zhang, Xinyu Guo, Hongkun Sun, Weigang Wang, Liwei Yao

“…Therefore, based on an encoder-decoder architecture, we propose a novel alternate encoder dual decoder CNN-Transformer network, AD2Former, with two attractive designs: 1) We propose alternating learning encoder can achieve real-time interaction between local and global information, allowing both to mutually guide learning. 2) We propose dual decoder architecture. …”
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A Self-Supervised Adversarial Deblurring Face Recognition Network for Edge Devices by Hanwen Zhang, Myun Kim, Baitong Li, Yanping Lu

“…The model employs a generative adversarial network (GAN) as the core algorithm, optimizing its generation and recognition modules by decomposing the global loss function and incorporating a feature pyramid, thereby solving the balance challenge in GAN training. …”
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Refining Intra-Arterial Therapy Selection for Large Hepatocellular Carcinoma: A Deep Learning Approach Based on Covariate Interaction Analysis by An C, Li L, Luo Y, Zuo M, Liu W, Li C, Wu P

“…The DEep Learning for Interaction and Covariate Analysis in Intra-arterial Therapy SElection (DELICAITE) model integrates deep convolutional neural networks (DCNN) with covariate interaction analysis. …”
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Features of the Information Space of the Chechen Republic, Interaction of the Press Services of State Bodies and the Media: A New Concept of Value Orientation by A. Yu. Evseev

“…As a conclusion, it is noted that the criteria for effective interaction between journalists and press service employees are personal qualities and work experience of communicators, knowledge and mastery of modern strategies of communicative interaction and the ability to apply them from the position of situational and event media marketing.…”
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Enhanced Brain Functional Interaction Following BCI-Guided Supernumerary Robotic Finger Training Based on Sixth-Finger Motor Imagery by Shuaifei Huang, Yuan Liu, Zhuang Wang, Wenlai Wu, Jun Guo, Weiguo Xu, Dong Ming

“…These results indicate that the integration of BCI and SRF significantly regulates the functional interaction between motor learning and cognitive imagery brain regions, enhances the integration and processing ability of brain networks for local information, and improves human-machine interaction behavioral performance.…”
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Pathway-based network medicine identifies novel natural products for Alzheimer’s disease by Yumei Liang, Siqi Xie, Jianping Jia

“…Natural products are promising multitarget agents because of their ability to interact with multiple molecular targets. …”
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Network pharmacology study on the potential mechanism of Huachansu injection against pancreatic cancer by Lei Xie, Xiang Wang, Xing-yu Chen, Ping-ping Zhai, Xiao Xu, Xiao-tian Shen, Jing-jing Wang

“…Based on the potential therapeutic targets, a complex, multilateral interaction component–target gene network map was constructed. …”
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Social enterprise development in Ireland: making a case for actor-network-theory by Úna Quinn, Paul McCusker, Padraig Gallagher

“…Design/methodology/approach – ANT upholds that reality consists of series of heterogeneous networks composed of relations between entities. This relational lens foregrounds the interactions among the varied actors involved in social enterprise. …”
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Educational frontiers with ChatGPT: a social network analysis of influential tweets by Mehmet Firat, Saniye Kuleli

“…In addition, the analysis sheds light on ChatGPT's role in promoting critical thinking and interactive learning, its utility in creating educational content, and its ability to enhance teacher-student interactions. …”
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Recurrent neural network wave functions for Rydberg atom arrays on kagome lattice by Mohamed Hibat-Allah, Ejaaz Merali, Giacomo Torlai, Roger G. Melko, Juan Carrasquilla

“…In this paper, we apply two-dimensional recurrent neural network (RNN) wave functions to study the ground states of Rydberg atom arrays on the kagome lattice. …”
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Network analysis of the food-energy-water nexus in the Gulf of Mexico (America) region by Casey L. Steadman, Shaun Williams, Andrew Eiswerth

“…., news media) and distill this information into useful insights on regionally important FEW nexus feedback loops and quantitative data for constructing geospatially anchored social networks. Furthermore, we showcase how integrating and embedding this qualitative and quantitative data into an ArcGIS StoryMap allows for interactive and layered communication of FEW tension points, regional hotspots, and key players, facilitating the ability for stakeholders to obtain and build a multi-scale, holistic perspective of FEW nexus dynamics. …”
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Altering mammalian transcription networking with ADAADi: An inhibitor of ATP-dependent chromatin remodeling. by Radhakrishnan Rakesh, Upasana Bedi Chanana, Saddam Hussain, Soni Sharma, Kaveri Goel, Deepa Bisht, Ketki Patne, Pynskhem Bok Swer, Joel W Hockensmith, Rohini Muthuswami

“…We show that the transcriptional network of a cell type is altered when treated with sub-lethal concentration of ADAADi. …”
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EfficientTransformer: A Dynamic Anomaly Detection Model for Industrial Control Networks by Jinyang Liu, Guogang Wang, Xuejun Zong, Bowei Ning, Kan He

“…As industrial control network threats become increasingly complex, traditional intrusion detection systems (IDS) struggle to capture implicit relationships due to feature redundancy and intricate feature interactions. …”
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Testing the functionality and contact error of a GPS‐based wildlife tracking network by Melanie J. Davis, Sravan Thokala, Xinyu Xing, N. Thompson Hobbs, Michael W. Miller, Richard Han, Shivakant Mishra

“…The high GPS fix success, low GPS error, and ability to log accurate social interactions with low contact distance error by our prototype collars suggest that the implementation of GPS with proximity‐logging technology has the potential to improve currently available social network data. © 2013 The Wildlife Society.…”
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Predictive modelling of creep age forming parameters using artificial neural networks by Yo-Lun Yang, Cheng-Ling Tai, Wan-Ling Chen, Sundarakannan Rajendran, Vigneshwaran Shanmugam

“…This study explores the use of artificial neural networks (ANNs) as a predictive tool for CAF parameter optimization, focusing on AA7050-T6 aluminum alloy. …”
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Time Dynamics of Systemic Risk in Banking Networks: A UEDR-PDE Approach by Irène Irakoze, Dennis Ikpe, Fulgence Nahayo, Samuel Asante Gyamerah

“…The UEDR model, inspired by compartmental epidemic frameworks, captures how financial distress propagates and recedes through interactions between banks. It is selected because of its tractability and its ability to distinguish between different stages of bank vulnerability. …”
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Organizational factors for ensuring the competitiveness of medium‐sized businesses in the information and network economy by E. Yu. Kuznetsova, N.A. Amosov, O.O. Podoliak, V.V. Kuzmin

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SatGuard: Satellite Networks Penetration Testing and Vulnerability Risk Assessment Methods by Jin Xiao, Buhong Wang, Ruochen Dong, Zhengyang Zhao, Bofu Zhao

“…Satellite networks face escalating cybersecurity threats from evolving attack vectors and systemic complexities. …”
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Network self-organization explains the statistics and dynamics of synaptic connection strengths in cortex. by Pengsheng Zheng, Christos Dimitrakakis, Jochen Triesch

“…We show that this self-organization can take place with a purely additive STDP mechanism and that multiplicative weight dynamics emerge as a consequence of network interactions. The observed patterns of fluctuation of synaptic strengths, including elimination and generation of synaptic connections and long-term persistence of strong connections, are consistent with the dynamics of dendritic spines found in rat hippocampus. …”
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