A global object-oriented dynamic network for low-altitude remote sensing object detection by Daoze Tang, Shuyun Tang, Yalin Wang, Shaoyun Guan, Yining Jin

“…This study introduces the Global Object-Oriented Dynamic Network (GOOD-Net) algorithm, comprising three fundamental components: an object-oriented, dynamically adaptive backbone network; a neck network designed to optimize the utilization of global information; and a task-specific processing head augmented for detailed feature refinement. …”
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IR-ADMDet: An Anisotropic Dynamic-Aware Multi-Scale Network for Infrared Small Target Detection by Ning Li, Daozhi Wei

“…To address these issues, we propose an Anisotropic Dynamic-aware Multi-scale Network for Infrared Small Target Detection (IR-ADMDet). …”
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Chaotic itinerancy within the coupled dynamics between a physical body and neural oscillator networks. by Jihoon Park, Hiroki Mori, Yuji Okuyama, Minoru Asada

“…Herein, a series of simulations using different types of non-linear oscillator networks (i.e., regular, small-world, scale-free, random) with a musculoskeletal model (i.e., a snake-like robot) as a physical body are conducted to understand how the chaotic itinerancy of bodily behavior emerges from the coupled dynamics between the body and the brain. …”
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Road network expansion and landscape dynamics in the Chaohu Lake wetland: A 20-year analysis by Xiang Gao, Yue Qian, Yifan Fang, Xuerui Shi, Saisai Yao, Bin Dong, Kai Ji, Zhichao Wang

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A Vehicle–Infrastructure Cooperative Perception Network Based on Multi-Scale Dynamic Feature Fusion by Jianhu Liu, Ping Wang, Xia Wu

“…To tackle this issue, we propose a novel vehicle–infrastructure cooperative perception network designed to effectively bridge the feature integration between vehicle and infrastructure sensors. …”
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Dynamic Load Balancing for Enhanced Network Performance in IoT-Enabled Smart Healthcare With Fog Computing by Mohammed Alaa Ala'anzy, Raiymbek Zhanuzak, Ramis Akhmedov, Nader Mohamed, Jameela Al-Jaroodi

“…The system follows a three-tier architecture: 1) Sensor data collection, where patient-worn sensors transmit vital signs; 2) a Fog layer for real-time analysis near base stations; and 3) Cloud storage and user access via mobile devices. Simulations conducted using the iFogSim toolkit demonstrate that OLB achieves a 28% reduction in latency, a 15% improvement in network usage, a 20% reduction in execution time, a 25% decrease in energy consumption, and a 22% reduction in execution cost compared to existing methods, including the Load Balancing Scheme (LBS), Fog Node Placement Algorithm (FNPA), Load-Aware Balancing (LAB) scheme, and Mobile Edge Computing (MEC). …”
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Edge-guided feature fusion network for RGB-T salient object detection by Yuanlin Chen, Zengbao Sun, Cheng Yan, Ming Zhao

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Modeling spatial interaction networks of the gut microbiota by Xiaocang Cao, Ang Dong, Guangbo Kang, Xiaoli Wang, Liyun Duan, Huixing Hou, Tianming Zhao, Shuang Wu, Xinjuan Liu, He Huang, Rongling Wu

“…We integrate allometric scaling theory, evolutionary game theory, and prey-predator theory into a unified framework under which quasi-dynamic microbial networks can be inferred from static abundance data. …”
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Performance Guarantees of Recurrent Neural Networks for the Subset Sum Problem by Zengkai Wang, Weizhi Liao, Youzhen Jin, Zijia Wang

“…However, there has been limited research on the performance guarantees of recurrent neural networks (RNNs) when applied to the subset sum problem. …”
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Revisiting the effective connectivity within the distributed cortical network for face perception by Roman Kessler, Kristin M. Rusch, Kim C. Wende, Verena Schuster, Andreas Jansen

“…The functional interaction within this network, more specifically the effective connectivity, was first described by Fairhall and Ishai (2007) using functional magnetic resonance imaging and dynamic causal modeling. …”
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Exploring dopant‐enhanced ionic conductivity of AgCl‐doped Li7P3S11 solid electrolytes: Integrating synchrotron Rietveld analysis, DFT, and ANN‐based molecular dynamics approaches... by Yong‐Seok Choi, Youngin Lee, Hyuna Ahn, Jiwon Jeong, Kyung Yoon Chung, David O. Scanlon, Jae‐Chul Lee

“…Synthesis and electrochemical characterizations show that the 0.2 M AgCl‐doped LPS (Li6.8P3Ag0.1S10.9Cl0.1) exhibited an over 80% improvement in ionic conductivity compared with the undoped LPS. The atomic‐level structures responsible for the enhanced conductivity were generated by a set of experiment and simulation techniques: synchrotron X‐ray diffractometry, Rietveld refinement, density functional theory, and artificial neural network‐based molecular dynamics simulations. …”
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Time Scale Control Using Dynamic GMDH Neural Network Forecasting Based on Real Measurement Data by Łukasz Sobolewski

“…This article presents the results of the conducted research work related to the dynamic forecasting of the difference values for the Polish Time Scale UTC(PL) for real measurement data, prepared in the form of the time series TS1 and TS2. …”
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A dynamic localization network for regional navigation under global navigation satellite system denial environments by Hongwei Zhao, Yue Yan, Xiaozhu Shi

“…In this article, we developed a dynamic localization network based on pseudolite technology for regional augmentation navigation purpose. …”
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Enhancing Public Safety Through Dynamic Switching Between Unicast and Broadcast Transmission Modes in Cellular Networks by Mohamad Younes, Yves Louet

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Multi-featured spatial-temporal and dynamic multi-graph convolutional network for metro passenger flow prediction by Chuan Zhao, Xin Li, Zezhi Shao, HongJi Yang, Fei Wang

“…To address these challenges, we developed a novel model called the multi-featured spatial-temporal (MFST) and dynamic multi-graph convolutional network (DMGCN) model. …”
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DICTION: DynamIC robusT whIte bOx Watermarking Scheme for Deep Neural Networks by Reda Bellafqira, Gouenou Coatrieux

“…Deep neural network (DNN) watermarking is a suitable method for protecting the ownership of deep learning (DL) models. …”
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Echo-ODE: A dynamics modeling network with neural ODE for temporally consistent segmentation of video echocardiograms by Wenliang Lu, Yuan Wang , Wenli Dai , Yingnan Wu , Hao Xu, Hao Xu, Dexing Kong

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Dynamic Event-Triggered-Based Finite-Time Distributed Tracking Control of Networked Multi-UAV Systems by Ruichi Ren, Zhenbing Luo, Boxian Lin, Meng Li, Mengji Shi, Kaiyu Qin

“…Moreover, a Lyapunov-based analysis is conducted to theoretically verify the finite-time stability of the closed-loop system and its applicability in directed communication networks. …”
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Analysis of Cascading Failure in Urban Metro Networks: A Dynamic Perspective Incorporating Changes in Travel Decisions by Huiying Lei, Xuedong Hua, Weijie Yu, Yongtao Zheng, Wei Wang

“…The study’s validation is conducted within the urban subway network of Nanjing, China. …”
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CDMRNet: multimodal meta-adaptive reasoning network with dynamic causal modeling and co-evolution of quantum states by Shengwei Wang, Keda Chen, Mengduo Yu, Pengjiao Zhao, Hui Duan

“…To address these issues, the article proposes a dynamic causal-aware collaborative quantum state evolution multimodal reasoning architecture, Causal-aware Dynamic Multimodal Reasoning Network (CDMRNet). …”
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