Using Federated Learning for Collaborative Intrusion Detection Systems by Matteo Rizzato, Youssef Laarouchi, Christophe Geissler

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Adaptive Collaborative Detection for Opportunistic Vehicle Sensor Networks by Yuanyuan Zeng

“…Vehicle sensor networks (VSNs) are a novel solution for road event detection with advantages. In this paper, we consider runtime road event detection using VSNs to satisfy the application-specific requirements through collaboration among vehicles. …”
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PUE Attack Detection in CWSN Using Collaboration and Learning Behavior by Javier Blesa, Elena Romero, Alba Rozas, Alvaro Araujo, Octavio Nieto-Taladriz

“…This paper discusses a new approach, based on anomaly behavior detection and collaboration, to detect the PUE attack in CWSN scenarios. …”
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Global Information and Structure Tensor Guided Collaborative Representation for Anomaly Detection by Meiping Song, Zhenyu Guo, Lan Li, Shihui Liu, Haimo Bao, Jiakang Li

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Cloud-edge collaborative data anomaly detection in industrial sensor networks by Tao Yang, Xuefeng Jiang, Wei Li, Peiyu Liu, Jinming Wang, Weijie Hao, Qiang Yang

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From Community Detection to Mentor Selection in Rating-Free Collaborative Filtering by Armelle Brun, Sylvain Castagnos, Anne Boyer

“…In the absence of ratings, classical collaborative filtering techniques cannot be applied. …”
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Cloud-edge collaborative data anomaly detection in industrial sensor networks. by Tao Yang, Xuefeng Jiang, Wei Li, Peiyu Liu, Jinming Wang, Weijie Hao, Qiang Yang

“…To solve the limitations above, this paper develops a cloud-edge collaborative data anomaly detection approach for industrial sensor networks that mainly consists of a sensor data detection model deployed at individual edges and a sensor data analysis model deployed in the cloud. …”
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Fast Processing of Massive Hyperspectral Image Anomaly Detection Based on Cloud-Edge Collaboration by Yunchang Wang, Jin Sun, Yang Xu, Zhihui Wei, Shangdong Zheng, Zebin Wu

Subjects: “…Anomaly detection…”
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Data Collaborative Detection Scheme of Electric Metering System Based on Edge Computing by Bin QIAN, Ziwen CAI, Yong XIAO, Jinfeng YANG, Xingyin DONG, Ke GU

“…In order to address many security problems caused by false data in smart grid, this paper proposes a collaborative detection model of false data injection attacks based on edge computing, which improves the network structures of traditional metering system and provides the capability of global monitoring and detection function for false data by edge servers in smart grid. …”
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LSCD-Pose: A Feature Point Detection Model for Collaborative Perception in Airports by Ruifeng Meng, Jinlei Wang, Yuanhao Huang, Zhaofeng Xue, Yihao Hu, Biao Li

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Distributed Photovoltaic Communication Anomaly Detection Based on Spatiotemporal Feature Collaborative Modeling by Li Di, Zhuo Lv, Hao Chang, Junfei Cai

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RETRACTED: Methods of automated detection of travel points when training a collaborative robot by Evstifeeva N.A., Gurdiumov S.A., Kleimenov A.A., Gerasimova A.A.

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Collaborative Coupled Hyperspectral Unmixing Based Subpixel Change Detection for Analyzing Coastal Wetlands by Minghui Chang, Xiangchao Meng, Weiwei Sun, Gang Yang, Jiangtao Peng

“…In this article, we present a subpixel change detection method based on collaborative coupled unmixing (SCDUM) for monitoring coastal wetlands. …”
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Fixed/Mobile Collaborative Traffic Flow Detection Study Based on Wireless Charging of UAVs by Hao Wu, Mingbo Niu, Biao Wang, Kai Yan, Yuxuan Li, Hanyu Pang

Subjects: “…collaborative detection framework…”
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A Hierarchical Feature Fusion and Dynamic Collaboration Framework for Robust Small Target Detection by Xu Yan, Junliang Du, Xuan Li, Xiaoye Wang, Xiaoxuan Sun, Pochun Li, Hongye Zheng

“…To address this, this paper proposes a novel small target detection algorithm that integrates hierarchical feature fusion with a spatial dynamic collaboration mechanism. …”
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Cloud-Edge Collaborative Defect Detection Based on Efficient Yolo Networks and Incremental Learning by Zhenwu Lei, Yue Zhang, Jing Wang, Meng Zhou

Subjects: “…cloud-edge collaboration…”
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Graph-Based Target Association for Multi-Drone Collaborative Perception Under Imperfect Detection Conditions by Qifan Tan, Xuqi Yang, Cheng Qiu, Wenzhuo Liu, Yize Li, Zhengxia Zou, Jing Huang

“…Multi-drone collaborative perception aims to address single-drone viewpoint limitations. …”
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DFC-Net: Dual-Branch Collaborative Feature Enhancement for Cloud Detection in Remote Sensing Images by Wanting Zhou, Yan Mo, Qiaofeng Ou, Shaowei Bai

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Cross-Modal Collaboration and Robust Feature Classifier for Open-Vocabulary 3D Object Detection by Hengsong Liu, Tongle Duan

“…The Cross-modal Collaboration involves the collaborative localization between LiDAR and camera. …”
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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

Subjects: “…Disruptive talk detection…”
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