GLTDNet: Cross-Domain Road Extraction Through Collaborative Optimization of Global-Local Feature Enhancement and Topological Decoupling by Jie Chen, Changxian He, Hao Wu, Jun Zhang, Siqiang Rao, Songshan Zhou, Jingru Zhu

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A Multicomponent Collaborative Fossil Fuel Power Plants Detection Framework Based on Geographic Analysis in Wide Areas by Ning Li, Min Jing, Wanxuan Geng, Shengkun Dongye, Hui Chen, Chen Ji, Liang Cheng

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Co-Learning: code learning for multi-agent reinforcement collaborative framework with conversational natural language interfaces by Jiapeng Yu, Yuqian Wu, Yajing Zhan, Wenhao Guo, Zhou Xu, Raymond Lee

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Research on Impact of Planned Path Length and Yaw Cost on Collaborative Search of Unmanned Aerial Vehicle Swarms by Heng Zhang, Wenyue Meng, Yanan Liu, Guanyu Liu, Jian Zhang

“…To address the unclear impacts of a planned path length and yaw cost on search performance in large-scale Unmanned Aerial Vehicle (UAV) swarm collaborative search scenarios under complex and dynamic environments, a path grid determination algorithm is proposed, transforming the path-planning problem into an optimal waypoint selection problem, enabling UAVs to make rapid decisions using the Particle Swarm Optimization (PSO) algorithm. …”
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Task Allocation and Path Planning for Collaborative Autonomous Underwater Vehicles Operating through an Underwater Acoustic Network by Yueyue Deng, Pierre-Philippe J. Beaujean, Edgar An, Edward Carlson

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A Systematic Review of Cyber Threat Intelligence: The Effectiveness of Technologies, Strategies, and Collaborations in Combating Modern Threats by Pedro Santos, Rafael Abreu, Manuel J. C. S. Reis, Carlos Serôdio, Frederico Branco

“…This number reflects a rigorous selection process based on defined inclusion, exclusion, and quality criteria and is consistent with the scope of similar systematic reviews in the field of cyber threat intelligence. …”
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Broadening the definition of patient-safety events: lessons from a multicentre learning health system collaborative by Daniel Whitford, Jeanne M Huddleston, Alexandra K Yaszemski, Matthew P Schrieber, Edward Pollak

“…Mortality was the most common cohort selection, studied by 91 hospitals (88%). At least one OFI was identified in 12 714 cases (66.3%). …”
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The role of human sciences in horse breeding, selection, and biotechnology by Muhiddinova Nafisa, Kadirova Ziyoda, Aytbayev Mansurbek, Rustamova Nodira

“…This study underscores the value of human sciences in horse breeding and biotechnology, emphasizing collaboration between disciplines to prioritize the welfare of these remarkable animals.…”
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DSGRec: dual-path selection graph for multimodal recommendation by Zihao Liu, Wen Qu

“…To address these issues, we propose a novel method by decomposing interaction information into two distinct signal pathways, referred to as a dual-path selection architecture, named Dual-path Selective Graph Recommender (DSGRec). …”
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Microbiome immune system interactions in selected neurological disorder by P. Omosigho, G. Sulaiman, O. Okesanya

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The Digital Silk Road in the Balkans – A Selection of Issues by Danuta Gibas-Krzak

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Opt-CoInfer: Optimal collaborative inference across IoT and cloud for fast and accurate CNN inference by Zhanhua Zhang, Hanqiao Yu, Fangzhou Wang

“…For fast and accurate Convolutional Neural Network (CNN) inference of massive Internet of Things (IoT) data, Collaborative Inference (CI) based on partition and compression techniques needs to carefully select the collaboration scheme considering both application scenario and inference requirement. …”
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Teaching together: Reflections on developing a collaborative approach to pedagogy within a tertiary teaching team by Hilary Dutton, Annelies Kamp, Christoph Teschers

“… In this reflection, we discuss our experience of engaging in collaborative teaching underpinned by principles of democratic pedagogy in a new bachelor degree aimed at leadership for social action. …”
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The Behaviour and Influence Mechanism of the Subject of IUR Collaborative Innovation: A Simulation Study Based on NetLogo by Yanrong Wang, Xiaochao Yao, Lei Song, Shujing Zhang

“…Secondly, the reasonable value of each parameter is determined through expert consultation, and finally 6 scenarios are selected to simulate the evolution of the IUR collaborative innovation system. …”
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Students’ Perspective on the Implementation of Gagne’s Nine Instructional Events in Collaborative Project-Based English Language Teaching by Desi Yulinda, Audi Yundayani, Juhana Juhana

“…The data collection methods used were questionnaires and interviews with 6 students randomly selected based on their academic performance from the same classes. …”
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Building Collaboration, Solidarity, and Empowerment for Enterprise Actors in Yogyakarta City, Indonesia: Towards an Adaptation of Digital Platforms by Ahmad Izudin, Sheima Fittaqiya

“…A case study approach was selected in Yogyakarta City to understand the changing roles of local people in technological advancements. …”
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Macroscopic-Level Collaborative Optimization Framework for IADS: Multiple-Route Terminal Maneuvering Area Scheduling Problem by Chaoyu Xia, Minghua Hu, Xiuying Zhu, Yi Wen, Junqing Wu, Changbo Hou

“…This study provides intelligent decision support and engineering design ideas for the macroscopic-level collaborative optimization framework of the Integrated Arrival–Departure and Surface (IADS) system.…”
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Trust-aware privacy-preserving QoS prediction with graph neural collaborative filtering for internet of things services by Weiwei Wang, Wenping Ma, Kun Yan

“…To tackle these issues, we propose TPP-GNCF, a trust-aware privacy-preserving QoS prediction framework that integrates graph neural networks with collaborative filtering methods. In TPP-GNCF, we filter out untrustworthy QoS values provided by users for certain services to select credible QoS values. …”
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Factors of collaboration between small and medium-sized enterprises (SMEs) and research entities in Poland – the path to success by Hanna Mizgajska, Łukasz Wściubiak

“…The focus was on examining the factors influenced the success of collaboration efforts. Results The research confirmed the positive relationship between collaboration with research entities and the results of SMEs' innovation activity. …”
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Convergence research as transdisciplinary knowledge coproduction within cases of effective collaborative governance of social-ecological systems by Candice Carr Kelman, Jaishri Srinivasan, Theresa Lorenzo Bajaj, Aireona B Raschke, R. Nana Brown-Wood, Elke Kellner, Minwoo Ahn, Rebecca W Kariuki, Michael Simeone, Michael Schoon

“…We also assess these CG cases using indicators of knowledge coproduction, and show that they all involved transdisciplinary knowledge coproduction, which can provide an informative lens for deepening our shared understanding of convergence and its application to complex adaptive systems. All the cases selected for this paper are examples of CG of SES in which research was conducted as part of a collaborative effort to improve the social-ecological conditions in a particular place, and several incorporate various forms of knowledge and ways of knowing. …”
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