ES-Net Empowers Forest Disturbance Monitoring: Edge–Semantic Collaborative Network for Canopy Gap Mapping by Yutong Wang, Zhang Zhang, Jisheng Xia, Fei Zhao, Pinliang Dong

“…Aiming at overcoming the bottleneck issues of canopy gap identification in mountainous forest regions, we constructed a multi-task deep learning model (ES-Net) integrating an edge–semantic collaborative perception mechanism. First, a refined sample library containing multi-scale interference features was constructed, which included 2808 annotated UAV images. …”
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Internal and External Collaborative Shaping: The Role of Official Information and Online Communities in Shaping a City’s Image by Yuxuan Tian, Desheng Xue, Chen Liu, Yubin Ou

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A collaborative immunohistochemical study of Drp1 and cortactin in the epithelial dysplasia and oral squamous cell carcinoma by Marina Nader, Samar Soliman, Shaimaa M. Yussif, Azza Abbas El-Sissi

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Collaborative Static-Dynamic Teaching: A Semi-Supervised Framework for Stripe-like Space Target Detection by Zijian Zhu, Ali Zia, Xuesong Li, Bingbing Dan, Yuebo Ma, Hongfeng Long, Kaili Lu, Enhai Liu, Rujin Zhao

“…Building upon this, we propose the Collaborative Static-Dynamic Teaching (CSDT) architecture, a semi-supervised learning architecture that reduces reliance on labeled data by leveraging both static and dynamic teacher models. …”
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Finding Common Ground in Collaborative Environmental Management: A Case Study in Cijedil Forest Landscape, Cianjur by Agung Hasan Lukman, Budhi Gunawan, Parikesit Parikesit

“…The findings show that this consensus building has adapted the collaborative framework indicated by problem- and direction-setting activities in the first two stages of the collaborative process. …”
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The Use of Joint Construction Upon Writing Achievement by Kadek Dwi Arlinayanti, Ni Nyoman Sariyani

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Cultures of knowledge, learning and assessment: an encounter between two Education Studies programmes by Martin Stepney, Claire Jones, Deborah Bell, Joanna Hayes, Suanne Gibson

“…In 2007 a joint writing project was established between groups of second year BA Education Studies students working collaboratively across the universities of York and Plymouth. …”
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S&T Cooperation between the EU and Ukraine: Benefits and Barriers by Michel Le Gohebel, Désirée Pecarz, Katharina Handler, Klaus Schuch

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Commentary: Playing the best hand in conduit selectionCentral Message by David L. Joyce, MD, MBA, FACS

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Signal Game Analysis between Software Vendors and Third-Party Platforms in Collaborative Disclosure of Network Security Vulnerabilities by Qiang Xiong, Yifei Zhu, Zhangying Zeng, Xinqi Yang

“…To guide the third-party sharing platforms regarding network security vulnerability management, this work constructs a signal game model comprising third-party vulnerability sharing platforms and software vendors for vulnerability collaborative disclosures. In addition, we analyze the game strategy selection and its influencing factors. …”
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Runtime collaborative scheduling of resources in computing power network oriented to the wide-area distributed intelligent computing environment by SONG Yao, SONG Ping, GAO Wei, LIU Shu, HUO Zhisheng

“…In response to the challenge of efficient collaborative scheduling of resources in a wide-area distributed intelligent computing environment, a runtime collaborative scheduling of resources in computing power network method is proposed. …”
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Accurate detection of selective forwarding attack in wireless sensor networks by Qiong Zhang, Wenzheng Zhang

“…Moreover, to prevent collaborative selective forwarding attack, E-watchdog uses reports from more than one detection agents. …”
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Too Scared to Talk: Managing Selective Mutism in an Abandoned Girl by Prahbhjot Malhi, Bhavneet Bharti

“…Selective mutism (SM) is a complex anxiety-related disorder, primarily prevalent in girls, and usually diagnosed in early childhood. …”
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CoReaAgents: A Collaboration and Reasoning Framework Based on LLM-Powered Agents for Complex Reasoning Tasks by Zhonghe Han, Jiaxin Wang, Xiaolu Yan, Zhiying Jiang, Yuanben Zhang, Siye Liu, Qihang Gong, Chenwei Song

“…Nevertheless, existing studies still suffer from missing steps, deviated task execution and incorrect tool selection. This paper proposes CoReaAgents, a collaboration and reasoning framework based on LLM-powered agents, comprising the Plan Agent (as a precise task planner), the Tool Agent (as a proficient tool user) and the Reflect Agent (as an objective task evaluator). …”
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Optimizing Students' Scientific Attitudes and Collaboration Skills Through Problem-Based Learning Based on Tri Hita Karana by Ni Wayan Rati, Ketut Herya Darma Utami, I Made Hendra Sukmayasa, I Nyoman Tri Esaputra, Jian-bang Deng

“…The research population consisted of all fourth-grade pupils, 105 individuals, with a sample of 70 picked using basic random selection procedures. The PBL learning model based on Tri Hita Karana is the independent variable, whereas the dependent variables are students' scientific attitudes and collaboration skills. …”
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Efficient workflow scheduling using an improved multi-objective memetic algorithm in cloud-edge-end collaborative framework by Guangzhang Cui, Wei Zhang, Weiwei Xu, Hujun Bao

“…In cloud-edge-end collaborative computing frameworks, efficient workflow scheduling is essential to reducing both server energy consumption and overall makespan. …”
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The Effectiveness of Collaborative Centralized Information Systems in Project Management: A Pilot Demonstration of a Multifunctional Building in Africa by Fábio Oliveira Santos, Nuno Lacerda Lopes

“…The research focuses on analyzing a pilot project developed by our organization using the Bimcollab digital collaborative platform. The methodology adopted includes the following: (i) descriptive characterization of the project; (ii) selection of a defined timeframe; (iii) description and characterization of the information management systems; and (iv) comparative analysis between non-centralized and centralized information management systems. …”
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[Comment] Urethral injury and other urologic injuries during transanal total mesorectal excision: an international collaborative study by Wang Xiaojie

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Multi-Objective Optimization Design of Dual-Spindle Component Based on Coupled Thermal–Mechanical–Vibration Collaborative Analysis by Xiaoliang Lin, Yiming Xie, Xiaolei Deng, Jing Tian, Yue Han, Peng Wang

“…According to the theories of thermal characteristics, statics, and dynamics, the solution of thermal-mechanical coupling deformation and the solution of vibration characteristics under prestress are repeatedly conducted, that are working collaboratively with each process of parameters sensitivity computing, selection of design variables, central composite design, and multi-objective joint optimization. …”
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Investigating the Key Drivers of Career Selection in the Creative Economy Sector by Jihad Lukis Panjawa, Emma Dwi Ratnasari, Dinar Melani Hutajulu, Mohamad Samsudin, Puji Lestari, Dhanik Ernawati, Fitra Pasapawidya Purna

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