Cloud–Edge Collaborative Model Adaptation Based on Deep Q-Network and Transfer Feature Extraction by Jue Chen, Xin Cheng, Yanjie Jia, Shuai Tan

“…With the rapid development of smart devices and the Internet of Things (IoT), the explosive growth of data has placed increasingly higher demands on real-time processing and intelligent decision making. Cloud-edge collaborative computing has emerged as a mainstream architecture to address these challenges. …”
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Time series data based AI operation and maintenance system of cloud network collaboration platform by Ruiying CHENG, Pan ZHANG, Yu XIAO, Yujie QIAO, Anyi ZHANG

“…The expansion of cloud computing in enterprise applications is not only the expansion of platform scale, but also the extension of platform applications.…”
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Examining the Characteristics and Influencing Factors of Collaborative Innovation in the Shanghai Cooperation Organization: A Network Perspective by Chenyu Zhang, Jinying Wang, Liangzhe Xu

“…Chemistry, physics, engineering, and computing, as important application-oriented subjects, are the main research areas of scientific collaboration. …”
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An Evolutionary Game Study on the Collaborative Mechanism for Construction Digitalization Among Governments, Contractors, and Service Providers by Rongye Yuan, Boyun Zhang

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An Energy-Efficient Collaborative Ground Vibration Measurement Scheme Based on Compressed Sensing and Belief Propagation by Danqi Chen, Jilin Feng, Qiang Liu, Fangping Gao, Yanxia Zhang, Xiaoying Wang

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Collaborative Optimization of Model Pruning and Knowledge Distillation for Efficient and Lightweight Multi-Behavior Recognition in Piglets by Yizhi Luo, Kai Lin, Zixuan Xiao, Yuankai Chen, Chen Yang, Deqin Xiao

“…This study achieves a balance between model compression and recognition accuracy through the collaborative optimization of pruning and knowledge extraction.…”
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Enhanced Collaborative Edge Intelligence for Explainable and Transferable Image Recognition in 6G-Aided IIoT by Chen Chen, Ze Sun, Jiale Zhang, Junwei Dong, Peng Zhang, Jie Guo

“…However, the existing algorithms often neglect the explainability of image recognition processes and fail to address the collaborative potential between edge computing servers. …”
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Human–AI Collaboration in the Modernization of COBOL-Based Legacy Systems: The Case of the Department of Government Efficiency (DOGE) by Inês Melo, Daniel Polónia, Leonor Teixeira

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Enhanced Collaborative Filtering: Combining Autoencoder and Opposite User Inference to Solve Sparsity and Gray Sheep Issues by Lamyae El Youbi El Idrissi, Ismail Akharraz, Aziza El Ouaazizi, Abdelaziz Ahaitouf

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“I Became Self-Motivated”: Investigating Chinese Students’ Motivation in Assessed Collaborative Writing Tasks by Wenting Chen, Mingyue Chen

“…The study suggests teachers should prioritize assessment as a pivotal element when incorporating computer-assisted collaborative writing, conscientiously consider students’ motivations in activity design, and recognize the growing significance of computer technologies in L2 learning.…”
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Long-Endurance Collaborative Search and Rescue Based on Maritime Unmanned Systems and Deep-Reinforcement Learning by Pengyan Dong, Jiahong Liu, Hang Tao, Yang Zhao, Zhijie Feng, Hanjiang Luo

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A Collaborative Reservation Mechanism of Multiple Parking Lots Based on Dynamic Vehicle Path Planning by Yuting Xiao, Zhen Cai, Jinglei Li, Mangui Liang, Xiaoyu Long

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Cloud–Edge Collaborative Learning and Model Compression Framework for Communication-Assisted Human Action Recognition by Bo Gao, Quan Zhou

“…The growing demand for efficient human action recognition has led to significant advancements in applications such as surveillance, healthcare, and human–computer interaction. This paper uses the Widar3.0 dataset to evaluate the proposed a cloud–edge collaborative learning framework that incorporates model compression techniques, including knowledge distillation, pruning, and quantization, to optimize computational resource usage and improve recognition accuracy. …”
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ACNet: An Attention–Convolution Collaborative Semantic Segmentation Network on Sensor-Derived Datasets for Autonomous Driving by Qiliang Zhang, Kaiwen Hua, Zi Zhang, Yiwei Zhao, Pengpeng Chen

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Device-edge collaborative occluded face recognition method based on cross-domain feature fusion by Puning Zhang, Lei Tan, Zhigang Yang, Fengyi Huang, Lijun Sun, Haiying Peng

“…To solve the above problems, we put forward a device-edge collaborative occluded face recognition method based on cross-domain feature fusion. …”
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Enhancing Collaborative Learning Environments: A Multi-Feature Fusion Model for Disruptive Talk Detection by Shuang Yu, Junmin Ye, Chen Zhang, Qingtang Liu, Sheng Luo, Mengting Nan, Qi Xu, Xinghan Yin

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Face super-resolution via iterative collaboration between multi-attention mechanism and landmark estimation by Chang-Teng Shi, Meng-Jun Li, Zhi Yong An

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Critical Analysis of Technologies Enhancing Supply Chain Collaboration in the Food Industry: A Nigerian Survey by Ebenezer Akinbamini, Alix Vargas, Angela Traill, Andrés Boza, Llanos Cuenca

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A roadmap for improving data quality through standards for collaborative intelligence in human-robot applications by Shakra Mehak, Shakra Mehak, Inês F. Ramos, Keerthi Sagar, Aswin Ramasubramanian, John D. Kelleher, Michael Guilfoyle, Gabriele Gianini, Ernesto Damiani, Maria Chiara Leva

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Surrogate-assisted global and distributed local collaborative optimization algorithm for expensive constrained optimization problems by Xiangyong Liu, Zan Yang, Jiansheng Liu, Junxing Xiong, Jihui Huang, Shuiyuan Huang, Xuedong Fu

“…Abstract This paper presents a surrogate-assisted global and distributed local collaborative optimization (SGDLCO) algorithm for expensive constrained optimization problems where two surrogate optimization phases are executed collaboratively at each generation. …”
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