Edge Intelligence: Paving the Last Mile of Artificial Intelligence With Edge Computing
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- EC²Detect: Real-Time Online Video Object Detection in Edge-Cloud Collaborative IoTSiyan Guo, Cong Zhao, Guiqin Wang, Jiaqing Yang, Shusen Yang · 2022 · IEEE Internet of Things Journal
- A Lightweight YOLOv4-EDAM Model for Accurate and Real-time Detection of Foreign Objects Suspended on Power LinesZhibin Qiu, Xuan Zhu, Caibo Liao, Wenqian Qu, Yanzhen Yu · 2022 · IEEE Transactions on Power Delivery
- AI-Driven Learning Management Systems: Modern Developments, Challenges and Future Trends during the Age of ChatGPTSameer Qazi, Muhammad Bilal Kadri, Muhammad Naveed, Bilal A. Khawaja, Sohaib Z. Khan, Muhammad Mansoor Alam, Mazliham Mohd Su’ud · 2024 · Computers, materials & continua/Computers, materials & continua (Print)
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- Distributed Intelligence in the Internet of Things: Challenges and OpportunitiesTariq Alsboui, Yongrui Qin, Richard Child Hill, Hussain Al-Aqrabi · 2021 · SN Computer Science
- AI-Bazaar: A Cloud-Edge Computing Power Trading Framework for Ubiquitous AI ServicesXiaoxu Ren, Chao Qiu, Xiaofei Wang, Zhu Han, Ke Xu, Haipeng Yao, Song Guo · 2022 · IEEE Transactions on Cloud Computing
- Joint Device Selection and Bandwidth Allocation for Cost-Efficient Federated Learning in Industrial Internet of ThingsXiuzhao Ji, Jie Tian, Hai-Xia Zhang, Da-Lei Wu, Tian-Tian Li · 2023 · IEEE Internet of Things Journal
- Distributed Traffic Synthesis and Classification in Edge Networks: A Federated Self-Supervised Learning ApproachYong Xiao, Rong Xia, Yingyu Li, Guangming Shi, Diep Ngoc Nguyen, Dinh Thai Hoang, Dusit Tao Niyato, Marwan Krunz · 2023 · IEEE Transactions on Mobile Computing
- Scalable and Communication-Efficient Decentralized Federated Edge Learning with Multi-blockchain FrameworkJiawen Kang, Zehui Xiong, Chunxiao Jiang, Yi Liu, Song Guo, Yang Zhang, Dusit Tao Niyato, Cyril Leung, Chunyan Miao · 2020 · Communications in computer and information science
- Accelerating Edge Intelligence via Integrated Sensing and CommunicationTong Zhang, Shuai Wang, Guoliang Li, Fan Liu, Guangxu Zhu, Rui Wang · 2022 · International Conference on Communications
- On-device machine learning An algorithms and learning theory perspectiveDhar, Sauptik, Guo, Junyao, Liu, Jiayi, Tripathi, Samarth, Kurup, Unmesh, Shah, Mohak · 2019 · arXiv
- On-Device Learning Systems for Edge Intelligence: A Software and Hardware Synergy PerspectiveQihua Zhou, Zhihao Qu, Song Guo, Boyuan Luo, Jingcai Guo, Zhenda Xu, Rajendra A. Akerkar · 2021 · IEEE Internet of Things Journal
- Green Edge Intelligence for Smart Management of a FANET in Disaster-Recovery ScenariosGiuseppe Faraci, Santi Agatino Rizzo, Giovanni Schembra · 2023 · IEEE Transactions on Vehicular Technology
- The Hexa-X Project Vision on Artificial Intelligence and Machine Learning-Driven Communication and Computation Co-Design for 6GMattia Merluzzi, Tamás Borsos, Nandana Rajatheva et al. · 2023 · IEEE Access
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- Communication-Efficient Federated Edge Learning via Optimal Probabilistic Device SchedulingMaojun Zhang, Guangxu Zhu, Shuai Wang, Jiamo Jiang, Qing Liao, Caijun Zhong, Shuguang Robert Cui · 2022 · IEEE Transactions on Wireless Communications
- Galaxy: A Resource-Efficient Collaborative Edge AI System for In-situ Transformer InferenceShengyuan Ye, Jiangsu Du, Liekang Zeng, Wenzhong Ou, Xiaowen Chu, Yutong Lu, Xu Chen · 2024 · IEEE Conference on Computer Communications (INFOCOM)
- From Connected People, Connected Things, to Connected IntelligenceYan Chen, Peiying Zhu, Gaoning He, Xueqiang Yan, Hadi Baligh, Jianjun Wu · 2020 · Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit)
- Optimization of Edge-PLC-Based Fault Diagnosis With Random Forest in Industrial Internet of ThingsPeng Liu, Yifan Zhang, Huifeng Wu, Tingting Fu · 2020 · IEEE Internet of Things Journal
- Learning-Driven Decentralized Machine Learning in Resource-Constrained Wireless Edge ComputingZeyu Meng, Hongli Xu, Min Chen, Yang Xu, Yangming Zhao, Chunming Qiao · 2021 · IEEE Conference on Computer Communications (INFOCOM)
- The Many Faces of Edge IntelligenceElla Peltonen, Ijaz Ahmad, Atakan Aral, Michele Capobianco, Aaron Yi Ding, Felipe Gil‐Castiñeira, Ekaterina Gilman, Erkki Harjula, Marko Jurmu, Teemu Karvonen et al. · 2022 · IEEE Access
- Enabling AI in future wireless networks: a data life cycle perspectiveDinh C. Nguyen, Peng Cheng, Ming Ding, David López‐Pérez, Pubudu Nishantha Pathirana, Jun Li, Aruna Prasad Seneviratne, Yonghui Li, H. Vincent Poor · 2024 · Figshare
- Proactive measures to prevent conveyor belt Failures: Deep Learning-based faster foreign object detectionMengchao Zhang, Yueshuai Cao, Kai Yong Jiang · 2022 · Engineering Failure Analysis
- Federated Learning With Client Selection and Gradient Compression in Heterogeneous Edge SystemsYang Xu, Zhida Jiang, Hongli Xu, Zhiyuan Wang, Chen Qian, Chunming Qiao · 2023 · IEEE Transactions on Mobile Computing
- Dynamic Sample Selection for Federated Learning with Heterogeneous Data in Fog ComputingLingshuang Cai, Di Lin, Jiale Zhang, Shui Yu · 2020 · International Conference on Communications
- Intelligent Offloading for NOMA-Assisted MEC via Dual ConnectivityChangxiang Li, Hong Wang, Rongfang Song · 2020 · IEEE Internet of Things Journal
- Deep data plane programming and AI for zero-trust self-driven networking in beyond 5GOthmane Hireche, Chafika Benzaïd, Tarik Taleb · 2021 · Computer Networks
- Ensemble Federated Learning With Non-IID Data in Wireless NetworksZhongyuan Zhao, Jingyi Wang, Wei Hong, Tony Q. S. Quek, Zhiguo Ding, Mugen Peng · 2023 · IEEE Transactions on Wireless Communications
- Blockchain-Based Trustworthy and Efficient Hierarchical Federated Learning for UAV-Enabled IoT NetworksZiheng Tong, Jingjing Wang, Xiangwang Hou, Jianrui Chen, Zihan Jiao, Jianwei Liu · 2024 · IEEE Internet of Things Journal
- Convergence of Recommender Systems and Edge Computing: A Comprehensive SurveyChuan Sun, Hui Li, Xiuhua Li, Junhao Wen, Qingyu Xiong, Wei Guo Zhou · 2020 · IEEE Access
- Topology Poisoning Attack in SDN-Enabled Vehicular Edge NetworkJiadai Wang, Yawen Tan, Jiajia Liu, Yanning Zhang · 2020 · IEEE Internet of Things Journal
- Personalized QoE Improvement for Networking Video ServiceYun Gao, Xin Wei, Liang Zhou · 2020 · IEEE Journal on Selected Areas in Communications
- Wirelessly Powered Federated Edge Learning: Optimal Tradeoffs Between Convergence and Power TransferQun-Song Zeng, Yu-Qing Du, Kai-Bin Huang · 2021 · IEEE Transactions on Wireless Communications
- TailorFLYongheng Deng, Weining Chen, Ju Ren, Feng Lyu, Yang Liu, Yunxin Liu, Yaoxue Zhang · 2022 · ACM Conference on Embedded Networked Sensor Systems (SenSys)
- Introducing edge intelligence to smart meters via federated split learningYehui Li, Dalin Qin, H. Vincent Poor, Yi Wang · 2024 · Nature Communications
- Humanoid electronic-skin technology for the era of Artificial Intelligence of ThingsHuiyun Zhang, Jianlong Hong, Jianxiong Zhu, Shengshun Duan, Meili Xia, Jiyuan Chen, Borong Sun, Mingxuan Xi, Feixiang Gao, Yukun Xiao et al. · 2025 · Matter
- Cybersecurity in vehicle-to-grid (V2G) systems: A systematic reviewMohammad A. Razzaque, Shafi Khadem, Sandipan Patra, Glory Okwata, Md. Noor‐A‐Rahim · 2025 · Applied Energy
- Inexact-ADMM Based Federated Meta-Learning for Fast and Continual Edge LearningSheng Yue, Ju Ren, Jiang Xin, Sen Lin, Junshan Zhang · 2021 · ACM International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing (MobiHoc)
- IoT based intelligence for proactive waste management in Quick Service RestaurantsKerem Aytaç, Ömer Korçak · 2020 · Journal of Cleaner Production
- Cost-Efficient Continuous Edge Learning for Artificial Intelligence of ThingsLin Jia, Zhi Zhou, Fei Xu, Hai Jin · 2021 · IEEE Internet of Things Journal
- A compressed sensing and CNN‐based method for fault diagnosis of photovoltaic inverters in edge computing scenariosXinyi Wang, Bo Yang, Zhaojian Wang, Qi Liu, Cailian Chen, Xinping Guan · 2022 · IET Renewable Power Generation
- Towards explainable AI for hyperspectral image classification in Edge Computing environmentsGianluca De Lucia, Marco Lapegna, Diego Romano · 2022 · Computers & Electrical Engineering
- Fuzzy Recurrent Stochastic Configuration Networks for Industrial Data AnalyticsDianhui Wang, Gang Dang · 2024 · IEEE Transactions on Fuzzy Systems
- Low Power Processors and Image Sensors for Vision-Based IoT Devices: A ReviewMalith Maheepala, Matthew Joordens, Abbas Z. Kouzani · 2020 · IEEE Sensors Journal
- EdgeKE: An On-Demand Deep Learning IoT System for Cognitive Big Data on Industrial Edge DevicesWeiwei W. Fang, Xue Feng, Yi Ding, Naixue N. Xiong, Victor C. M. Leung · 2020 · IEEE Transactions on Industrial Informatics
- D2D-Assisted Federated Learning in Mobile Edge Computing NetworksXueqing Zhang, Yanwei Liu, Jinxia Liu, Antonios Argyriou, Yanni Han · 2021 · IEEE Wireless Communications and Networking Conference
- Deploying Federated Learning in Large-Scale Cellular Networks: Spatial Convergence AnalysisZhenyi Lin, Xiao-Yang Li, Vincent K. N. Lau, Yi Gong, Kai-Bin Huang · 2021 · IEEE Transactions on Wireless Communications
- Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System StrategiesXubin Wang, Weijia Jia B · 2025 · Qeios
- Application and Research of IoT Architecture for End-Net-Cloud Edge ComputingYongqiang Zhang, Hongchang Yu, Wanzhen Zhou, Menghua Man · 2022 · Electronics
- When AI meets sustainable 6GXiaohu You, Yongming Huang, Cheng Long Zhang, Jiaheng Wang, Hao Yin, Hequan Wu · 2024 · Science China Information Sciences
- pAElla: Edge AI-Based Real-Time Malware Detection in Data CentersAntonio Libri, Andrea Bartolini, Luca Benini · 2020 · IEEE Internet of Things Journal
- A Demand-driven, Proactive Tasks Management Model at the EdgeAnna Karanika, Panagiotis Oikonomou, Kostas Kolomvatsos, Thanasis Loukopoulos · 2020 · IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)
- Monetizing Edge Service in Mobile Internet EcosystemZhiyuan Wang, Lin Xia Gao, Tong Wang, Jingjing Luo · 2020 · IEEE Transactions on Mobile Computing
- Ensuring the Security and Performance of IoT Communication by Improving Encryption and Decryption With the Lightweight Cipher uBlockChengjian Liu, Yiwei Zhang, Jiajun Xu · 2022 · IEEE Systems Journal
- Communication-efficient semi-synchronous hierarchical federated learning with balanced training in heterogeneous IoT edge environmentsMohammad Sadeq Garshasbi · 2022 · Internet of Things
- Distributed Over-the-Air Computing for Fast Distributed Optimization: Beamforming Design and Convergence AnalysisZhenyi Lin, Yi Gong, Kai-Bin Huang · 2022 · IEEE Journal on Selected Areas in Communications
- Decentralized Machine Learning Through Experience-Driven Method in Edge NetworksHongli Xu, Min Chen, Zeyu Meng, Yang Xu, Lun Wang, Chunming Qiao · 2021 · IEEE Journal on Selected Areas in Communications
- Mobility-Aware Offloading and Resource Allocation in NOMA-MEC Systems via DCChangxiang Li, Hong Wang, Rongfang Song · 2022 · IEEE Communications Letters
- A Review of Intelligent Computation Offloading in Multiaccess Edge ComputingHengli Jin, Mark A Gregory, Shuo Li · 2022 · IEEE Access
- Joint Task and Computing Resource Allocation in Distributed Edge Computing Systems via Multi-Agent Deep Reinforcement LearningYan Chen, Yanjing Sun, Hao Yu, Tarik Taleb · 2024 · IEEE Transactions on Network Science and Engineering
- Resource-Efficient Generative Mobile Edge Networks in 6G Era: Fundamentals, Framework and Case StudyBingkun Lai, Jin-Bo Wen, Jiawen Kang, Hong-Yang Du, Jiang-Tian Nie, Chang-Yan Yi, Dong In Kim, Shengli Xie · 2023 · IEEE wireless communications
- Dynamic Pricing for Resource-Quota Sharing in Multi-Access Edge ComputingMarie Siew, Desmond W. H. Cai, Lingxiang Li, Tony Q. S. Quek · 2020 · IEEE Transactions on Network Science and Engineering
- Collaborative Edge Computing and Caching With Deep Reinforcement Learning Decision AgentsJianji Ren, Haichao Wang, Tingting Hou, Shuai Zheng, Chaosheng Tang · 2020 · IEEE Access
- A Survey on Edge Intelligence and Lightweight Machine Learning Support for Future Applications and ServicesKyle Hoffpauir, Jacob Simmons, Nikolas Schmidt, Rachitha Pittala, Isaac Briggs, Shanmukha Makani, Yaser Jararweh · 2023 · Journal of Data and Information Quality
- Federated Learning With Dynamic Epoch Adjustment and Collaborative Training in Mobile Edge ComputingTianao Xiang, Yuanguo Bi, Xiangyi Chen, Yuan Liu, Boyang Wang, Xuemin Shen, Xingwei Wang · 2023 · IEEE Transactions on Mobile Computing
- Edge Intelligence for Smart Grid: A Survey on Application PotentialsHoay Beng Gooi, Tianjing Wang, Yong Tang · 2023 · CSEE Journal of Power and Energy Systems
- A Survey on Integrating Edge Computing With AI and Blockchain in Maritime Domain, Aerial Systems, IoT, and Industry 4.0Amad Alnahdi, László Toka · 2024 · IEEE Access
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- Petrel: Heterogeneity-Aware Distributed Deep Learning Via Hybrid SynchronizationQihua Zhou, Song Guo, Zhihao Qu, Peng Li, Li Li, Minyi Guo, Kun Wang · 2020 · IEEE Transactions on Parallel and Distributed Systems
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- Imtidad: A Reference Architecture and a Case Study on Developing Distributed AI Services for Skin Disease Diagnosis over Cloud, Fog and EdgeNourah Fahad Janbi, Rashid Mehmood, Iyad A. Katib, Aiiad Ahmad Albeshri, Juan M. Corchado, Tan Yiğitcanlar · 2022 · Sensors
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- A Real-Time Underwater Acoustic Telemetry Receiver With Edge Computing for Studying Fish Behavior and Environmental SensingYang Yang, Robbert Elsinghorst, Jayson J. Martinez · 2022 · IEEE Internet of Things Journal
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