Edge Intelligence: Paving the Last Mile of Artificial Intelligence With Edge Computing
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- Expert and intelligent systems for assessment and mitigation of cascading failures in smart grids: Research challenges and surveyFaisal Hayat, Muhammad Adnan, Muhammad Sajid Iqbal, Salah Eldeen Gasim Mohamed, Muhammad Huzaifa Tariq · 2025 · Results in Engineering
- Wearable AI for on-device frailty assessmentKevin Albert Kasper, Ryan Thien, Tucker Stuart, John Kim, Aman Bhatia, Philipp Gutruf · 2025 · Nature Communications
- The role of Edge-AI in edge enabled IoT systems: A comprehensive performance analysisRaj Kumar Baliyar Singh, Jatindra Kumar Dash, K. Hemant Kumar Reddy · 2025 · Peer-to-Peer Networking and Applications
- Artificial Intelligence-Enhanced Wearable Blood Pressure Monitoring in Resource-Limited Settings: A Co-Design of Sensors, Model, and DeploymentYiming Zhang, Shirong Qiu, Kai Du, Shun Ping Wu, Ting Xiang, Kenghao Zheng, Zijun Liu, Hanjie Chen, Nan Ji, Fa Wang et al. · 2026 · Nano-Micro Letters
- A comprehensive review of lightweight deep learning models for edge computing with future directionsNingrong Lai, Deshinta Arrova Dewi, Siti Sarah Maidin, Wenyang Xiao, ShuangWen Zhao, Qingzheng Hu · 2026 · Discover Computing
- Lightweight Edge-Cloud Cooperative Inference for Small and Medium Models under WAN ConstraintsJiajing Liao, Feng Chang, Tianjian Xia, Zeyu Huang, Xinxin Huang, Yihao Zhou · 2026 · International Conference on Electronic Information Engineering, Big Data and Computer Technology (EIBDCT)
- DRL-Based Energy-Efficient Trajectory Planning, Computation Offloading, and Charging Scheduling in UAV-MEC NetworkQian Wei, Zhi Zhou, Xu Chen · 2022 · IEEE/CIC International Conference on Communications in China (ICCC)
- Local edge computing for radiological image reconstruction and computer-assisted detection: A feasibility studyAntti Isosalo, Johirul Islam, Henrik Mustonen · 2023 · Finnish Journal of eHealth and eWelfare
- Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN InferenceMatteo Risso, Alessio Burrello, Giuseppe Maria Sarda · 2023 · IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED)
- OfpCNN: On-Demand Fine-Grained Partitioning for CNN Inference Acceleration in Heterogeneous DevicesLei Yang, Can Zheng, Xiaoyuan Shen, Guoqi Xie · 2023 · IEEE Transactions on Parallel and Distributed Systems
- A Semantic-Oriented Federated Learning for Hybrid Ground–Aqua Computing SystemsBenedetta Picano, Romano Fantacci · 2023 · IEEE Internet of Things Journal
- Resource Management for MEC Assisted Multi-Layer Federated Learning FrameworkHuibo Li, Yijin Pan, Huiling Zhu, Peng Gong, Jiangzhou Wang · 2023 · IEEE Transactions on Wireless Communications
- Recognition and statistical method of cows rumination and eating behaviors based on Tensorflow.jsYu Zhang, Xiangting Li, Zhiqing Yang · 2023 · Information Processing in Agriculture
- Enhancing Edge Intelligence with Highly Discriminant LNT FeaturesXinyu Wang, Vinod K. Mishra, C.‐C. Jay Kuo · 2023 · IEEE International Conference on Big Data (BigData)
- Intelligent Edge-powered Data Reduction: A Systematic Literature ReviewLaércio Pioli, Douglas Dyllon Jerônimo de Macedo, Daniel Gouveia Costa · 2024 · ACM Computing Surveys
- An edge intelligence-based model deployment method for CNC systemsZheng Zhou, Dong Man Yu, Meng Chen · 2024 · Journal of Manufacturing Systems
- A cloud-based architecture for explainable Big Data analytics using self-structuring Artificial IntelligenceNishan Mills, Zafar Issadeen, Amali Matharaarachchi, Tharindu Bandaragoda, Daswin De Silva, Andrew Jennings, Milos Manic · 2024 · Discover Artificial Intelligence
- An IoT Architecture Leveraging Digital Twins: Compromised Node Detection ScenarioKhaled Alanezi, Shivakant Mishra · 2024 · IEEE Systems Journal
- Memory-Efficient and Secure DNN Inference on TrustZone-enabled Consumer IoT DevicesXueshuo Xie, Haoxu Wang, Zhaolong Jian · 2024
- MCDH-SLKAP: Modified Computational Diffie-Hellman-Based Secure and Lightweight Key Agreement Protocol for Decentralized Edge Computing NetworksAnwar Ghani, Saeed Ullah Jan, Shehzad Ashraf Chaudhry · 2024 · IEEE Access
- Socialized Learning: A Survey of the Paradigm Shift for Edge Intelligence in Networked SystemsXiaofei Wang, Yunfeng Zhao, Chao Qiu, Qinghua Hu, Victor C. M. Leung · 2024 · IEEE Communications Surveys & Tutorials
- Fast-Inf: Ultra-Fast Embedded Intelligence on the Batteryless EdgeLeonardo Lucio Custode, Pietro Farina, Eren Yıldız · 2024 · ACM Conference on Embedded Networked Sensor Systems (SenSys)
- Serverless Microservice Architecture for Cloud-Edge Intelligence in Sensor NetworksDavide Loconte, Saverio Ieva, Filippo Gramegna, Ivano Bilenchi, Corrado Fasciano, Agnese Pinto, Giuseppe Loseto, Floriano Scioscia, Michèle Ruta, Eugenio Di Sciascio · 2024 · IEEE Sensors Journal
- The promise of neuromorphic edge AI for rural environmental monitoringAtakan Aral · 2024 · Environmental Data Science
- Resource Allocation for Task-Oriented Generative Artificial Intelligence in Internet of ThingsJie Feng, Xinqi Huang, Lei Liu, Mengmeng Yang, Qingqi Pei, Yu Gang Shee · 2025 · IEEE Internet of Things Journal
- SGXPool: Improving the performance of enclave creation in the cloudDingding Li, Ronghua Lin, Lijie Tang, Hai Liu, Yong Tang · 2019 · Transactions on Emerging Telecommunications Technologies
- Novel Defense Schemes for Artificial Intelligence Deployed in Edge Computing EnvironmentChengcheng Zhou, Qian Liu, Ruolei Zeng · 2020 · Wireless Communications and Mobile Computing
- Energy-efficient neural networks with near-threshold processors and hardware acceleratorsJose Luis Nunez-Yanez, N. Howard · 2021 · Journal of Systems Architecture
- Edge Intelligence in Private Mobile Networks for Next-Generation Railway SystemsSyed Muhammad Asad, Ahsen Tahir, Rao Naveed Bin Rais, Shuja Ansari, Attai Ibrahim Abubakar, Sajjad Hussain, Qammer H. Abbasi, Muhammad Ali Imran · 2021 · Frontiers in Communications and Networks
- Enabling Lightweight Device-Free Wireless Sensing With Network Pruning and QuantizationYe Qing Sun, Fan Li, Gang Li, Xiaorui Ma, Qinghua Gao, Miao Pan, Jie Wang · 2021 · IEEE Sensors Journal
- Automotive Vulnerability Analysis for Deep Learning Blockchain Consensus AlgorithmSeong-Kyu Kim · 2021 · Electronics
- Online Model Updating with Analog Aggregation in Wireless Edge LearningJuncheng Wang, Min Dong, Ben Liang, Gary Boudreau, Hatem Abou-Zeid · 2022 · IEEE Conference on Computer Communications (INFOCOM)
- DISTREAL: Distributed Resource-Aware Learning in Heterogeneous SystemsMartin Rapp, Ramin Khalili, Kilian Pfeiffer, Jörg Henkel · 2022 · Proceedings of the AAAI Conference on Artificial Intelligence
- An Online Approach for DNN Model Caching and Processor Allocation in Edge ComputingZhiqi Chen, Sheng Zhang, Zhi Ma, Shuai Zhang, Zhuzhong Qian, Mingjun Xiao, Jie Wu, Sanglu Lu · 2022 · International Workshop on Quality of Service
- A security integration model for private data of intelligent mobile communication based on edge computingXiang Chen · 2020 · Computer Communications
- Multi-Armed Bandits Scheme for Tasks Offloading in MEC-enabled Maritime Communication NetworksShan Gao, Tingting Yang, Hua Ni · 2020 · IEEE/CIC International Conference on Communications in China (ICCC)
- Blockchain-driven anomaly detection framework on edge intelligenceXueshuo Xie, Yaozheng Fang, Zhaolong Jian, Ye Lu, Tao Li, Guiling Wang · 2020 · CCF Transactions on Networking
- A Non-Blind Deconvolution Semi Pipelined Approach to Understand Text in Blurry Natural Images for Edge IntelligenceGhulam Jillani Ansari, Jamal Hussain Shah, Muhammad Attique Khan, Muhammad Sharif, Usman Tariq, Tallha Akram · 2021 · Information Processing & Management
- Network Compression via Mixed Precision Quantization Using a Multi-Layer Perceptron for the Bit-Width AllocationEfstathia Soufleri, Kaushik Roy · 2021 · IEEE Access
- A Novel Joint Dataset and Incentive Management Mechanism for Federated Learning Over MECJoohyung Lee, Daejin Kim, Dusit Tao Niyato · 2022 · IEEE Access
- Edge-AI empowered Cyber-Physical Systems: A comprehensive review on performance analysisRaj Kumar Baliyar Singh, Karri Reddy · 2025 · Computer Science Review
- Deep Reinforcement and IL for Autonomous Driving: A Review in the CARLA Simulation EnvironmentPiotr Czechowski, Bartosz Kawa, Mustafa Sakhai, Maciej Wielgosz · 2025 · Applied Sciences
- ComAI: The Convergence of Communication and Artificial IntelligencePing Zhang, Kai Niu, Xiaoyun Wang, Yiming Liu, Zijian Liang, Chen Dong, Jincheng Dai, Xiaodong Xu, Wenjun Xu, Zhi Zhang et al. · 2025 · IEEE Communications Surveys & Tutorials
- A Prototype of a Lightweight Structural Health Monitoring System Based on Edge ComputingKe Wang, Zhiyi Tang, Guangcai Qian, Wei Xu, Xiaomin Huang, Hao Fang · 2025 · Sensors
- Edge Intelligence as a ServicePhilipp Raith, Schahram Dustdar · 2021 · IEEE International Conference on Services Computing
- SimTune: bridging the simulator reality gap for resource management in edge-cloud computingShreshth Tuli, Giuliano Casale, Nicholas R. Jennings · 2022 · Scientific Reports
- Control–Communication–Computing Co-Design in Cyber–Physical Production SystemChangqing Xia, Yuqi Liu, Tianhao Xia · 2022 · IEEE Internet of Things Journal
- AdaMEC: Towards a Context-adaptive and Dynamically Combinable DNN Deployment Framework for Mobile Edge ComputingBowen Pang, Sicong Liu, Hongli Wang, Bin Guo, Yuzhan Wang, Hao Wang, Zhenli Sheng, Zhongyi Wang, Zhiwen Yu · 2023 · ACM Transactions on Sensor Networks
- Hierarchical representation and interpretable learning for accelerated quality monitoring in machining processDanny Hoang, Hamza Errahmouni, Han-Ning Chen, Sriniket Rachuri, Nasir Mannan, Ruby ElKharboutly, Mohsen Imani, Rui-Min Chen, Farhad Imani · 2024 · CIRP - Journal of Manufacturing Science and Technology
- Optimization of news dissemination push mode by intelligent edge computing technology for deep learningJiLe DeGe, Sina Sang · 2024 · Scientific Reports
- Enabling Efficient and Distributed Access Control for Pervasive Edge Computing ServicesLingshuang Liu, Cheng Huang, Dan Zhu, Dongxiao Liu, Jianbing Ni, Xuemin Shen · 2024 · IEEE Transactions on Mobile Computing
- An Autonomous Parallelization of Transformer Model Inference on Heterogeneous Edge DevicesJuhyeon Lee, Insung Bahk, Hoseung Kim, Sinjin Jeong, Suyeon Lee, Donghyun Min · 2024 · International Conference on Supercomputing
- Artificial Intelligence-Enabled Edge Computing: Necessity of Next Generation Future Computing SystemAnand Kumar Mishra, R. Ravinder Reddy, Amit Kumar Tyagi, Micheal Olaolu Arowolo · 2024 · Internet of things
- SecMdp: Towards Privacy-Preserving Multimodal Deep Learning in End-Edge-CloudZhao Bai, Mingyue Wang, Fangda Guo, Yu Guo, Chengjun Cai, Rongfang Bie, Xiaohua Jia · 2024 · IEEE International Conference on Data Engineering (ICDE)
- Cost-Efficient Federated Learning for Edge Intelligence in Multi-Cell NetworksTao Wu, Yuben Qu, Chunsheng Liu, Haipeng Dai, Chao Dong, Jiannong Cao · 2024 · IEEE/ACM Transactions on Networking
- Heterogeneous Task Oriented Data Scheduling in Vehicular Edge Computing via Deep Reinforcement LearningQuyuan Luo, Tom H. Luan, Weisong Shi, Pingzhi Fan · 2024 · IEEE Transactions on Vehicular Technology
- Human Behavior Analysis Using Radar Data: A SurveyPatrycja Miazek, Alicja Żmudzińska, Paweł Karczmarek, Adam Kiersztyn · 2024 · IEEE Access
- Cost-Aware Dispersed Resource Probing and Offloading at the Edge: A User-Centric Online Layered Learning ApproachTao Ouyang, Xu Chen, Liekang Zeng, Zhi Zhou · 2024 · IEEE Transactions on Services Computing
- Incorporating Edge-AI in IoT-Cloud Framework for Landslide Surveillance and ForecastingKapil Aggarwal, Pratibha S. Yalagi, Bhavesh D. Patel, C.S. Sasireka, J. Arun Kumar, Nookala Venu · 2024 · IEEE International Conference on Smart Power Control and Renewable Energy (ICSPCRE)
- A survey on task type-based computation offloading in mobile edge networksHonghai Wu, Yixuan Lu, Huahong Ma · 2025 · Ad Hoc Networks
- QoE-Aware Volumetric Video Caching and Rendering for Mobile Extended Reality ServicesYingying Pei, Mushu Li, Xinyu Huang · 2025 · IEEE Internet of Things Journal
- When Mathematical Methods Meet Artificial Intelligence and Mobile Edge ComputingYuzhu Liang, Xiaotong Bi, Ruihan Shen, Zhengyang He, Yuqi Wang, Juntao Xu, Yao Zhang, Xinggang Fan · 2025 · Mathematics
- Comprehending the theoretical knowledge and practice around AI-enabled innovations in the finance sectorOmar Ali, Peter Murray, Ahmad Al‐Ahmad, Il Jeon, Yogesh Kumar Dwivedi · 2025 · Journal of Innovation & Knowledge
- Intelligent Internet of Things Enabled Edge System for Smart HealthcarePartha Pratim Ray, Dinesh Dash, Debashis De · 2020 · National Academy Science Letters
- The Case for Adaptive Deep Neural Networks in Edge ComputingFrancis McNamee, Schahram Dustdar, Peter Kilpatrick, Weisong Shi, Ivor T. A. Spence, Blesson Varghese · 2021 · IEEE ... International Conference on Cloud Computing
- A Novel HTTP Anomaly Detection Framework Based on Edge Intelligence for the Internet of Things (IoT)Yufei An, Jianqiang Li, Fei Richard Yu, Jianyong Chen, Victor C. M. Leung · 2020 · IEEE Wireless Communications
- RAMCI: a novel asynchronous memory copying mechanism based on I/OATZhenke Chen, Dingding Li, Zhiwen Wang, Hai Liu, Yong Tang · 2021 · CCF Transactions on High Performance Computing
- FedPS: A Privacy Protection Enhanced Personalized Search FrameworkJing Yao, Zhicheng Dou, Ji-Rong Wen · 2021 · International World Wide Web Conference (WWW)
- Edge Intelligence in 6G SystemsChristina Chaccour, Walid Saad · 2021 · Computer communications and networks
- Compact and Stable Memristive Visual Geometry Group Neural NetworkHuanhuan Ran, Shiping Wen, Qian Li, Yuting Cao, Kaibo Shi, Tingwen Huang · 2021 · IEEE Transactions on Neural Networks and Learning Systems
- Socialized Learning for Smart Cities: Cognitive Paradigm, Methodology, and SolutionYunfeng Zhao, Zhicheng Liu, Chao Qiu · 2021 · IEEE Wireless Communications
- Intelligent edge content caching: A deep recurrent reinforcement learning methodHaitao Xu, Yuejun Sun, Jingnan Gao, Jianbo Guo · 2022 · Peer-to-Peer Networking and Applications
- Trajectory prediction dimensionality reduction for low-cost connected automated vehicle systemsHandong Yao, Qianwen Li, Xiaopeng Li · 2022 · Transportation Research Part D Transport and Environment
- A QoS-aware, Proactive Tasks Offloading Model for Pervasive ApplicationsGeorgios Boulougaris, Kostas Kolomvatsos · 2022 · International Conference on Future Internet of Things and Cloud (FiCloud)
- Edge–IoT Computing and Networking Resource Allocation for Decomposable Deep Learning InferenceYa-Ting Carolyn Yang, Hung‐Yu Wei · 2022 · IEEE Internet of Things Journal
- Developing smart city services using intent‐aware recommendation systems: A surveyWajid Rafique, Abdelhakim Senhaji Hafid, Junaid Qadir · 2023 · Transactions on Emerging Telecommunications Technologies
- Artificial Intelligence-Based System for Advocate AssistanceShweta Pandey, Anil Kumar Dixit, Rajesh Singh · 2023
- CFLIT: Coexisting Federated Learning and Information TransferZehong Lin, Hang Liu, Ying–Jun Angela Zhang · 2023 · IEEE Transactions on Wireless Communications
- Joint Data Transmission and Trajectory Optimization in UAV-Enabled Wireless Powered Mobile Edge Learning SystemsJianxin Liu, Zhiguo Xu, Zhigang Wen · 2023 · IEEE Transactions on Vehicular Technology
- Online data poisoning attack against edge AI paradigm for IoT-enabled smart cityYanxu Zhu, Hong Wen, Jinsong Wu, Runhui Zhao · 2023 · Mathematical Biosciences & Engineering
- DeepCP: Deep Learning Driven Cascade Prediction-Based Autonomous Content Placement in Closed Social NetworkQiong Wu, Muhong Wu, Xu Chen, Zhi Zhou, Kaiwen He, Liang Chen · 2020 · IEEE Journal on Selected Areas in Communications
- IMCA: An Efficient In-Memory Convolution AcceleratorHasan Erdem Yantır, Ahmed M. Eltawil, Khaled Nabil Salama · 2021 · IEEE Transactions on Very Large Scale Integration (VLSI) Systems
- Network Public Opinion Prediction and Control Based on Edge Computing and Artificial Intelligence New ParadigmYing Zhu · 2021 · Wireless Communications and Mobile Computing
- RL-PDNN: Reinforcement Learning for Privacy-Aware Distributed Neural Networks in IoT SystemsEmna Baccour, Aiman Erbad, Amr Mahmoud Salem Mohamed, Mounir Hamdi, Mohsen Guizani · 2021 · IEEE Access
- Enable Pipeline Processing of DNN Co-inference Tasks In the Mobile-Edge CloudSheng Hu, Chongwu Dong, Wushao Wen · 2021 · International Conference on Computer and Communication Systems (ICCCS)
- Evolving and explainable clinical risk assessment at the edgeAndrea Pazienza, Roberto Anglani, Corrado Fasciano, Corrado Tatulli, Felice Vitulano · 2022 · Evolving Systems
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- LightBlocks: A trusted lightweight signcryption and consensus scheme for industrial IoT ecosystemsPronaya Bhattacharya, Amod Kumar Tiwari, Ashwin Verma, Abdulatif Alabdulatif, Sudeep Tanwar, Ravi Sharma · 2023 · Computer Standards & Interfaces
- Scalable and Communication-efficient Decentralized Federated Edge Learning with Multi-blockchain FrameworkJiawen Kang, Zehui Xiong, Chunxiao Jiang · 2020 · arXiv (Cornell University)
- Pervasive AI for IoT Applications: Resource-efficient Distributed Artificial Intelligence.Emna Baccour, Naram Mhaisen, Alaa Awad Abdellatif, Aiman Erbad, Amr Mahmoud Salem Mohamed, Mounir Hamdi, Mohsen Guizani · 2021 · arXiv (Cornell University)
- Federated Learning Over Wireless Device-to-Device Networks: Algorithms and Convergence AnalysisHong Xing, Osvaldo Simeone, Suzhi Bi · 2021 · IEEE Journal on Selected Areas in Communications
- Incentive Mechanism Design for Multi-Round Federated Learning With a Single BudgetZhihao Ren, Xinglin Zhang, Wing W. Y. Ng, Junna Zhang · 2024 · IEEE Transactions on Network Science and Engineering
- ADMM for Mobile Edge Intelligence: A SurveyAng He, Heng Pan, Yueyue Dai · 2024 · IEEE Communications Surveys & Tutorials
- big.VLITTLE: On-Demand Data-Parallel Acceleration for Mobile Systems on ChipTuan Ta, Khalid Al-Hawaj, Nick Cebry · 2022 · Proceedings of the ... annual International Symposium on Microarchitecture/Proceedings of the annual International Symposium on Microarchitecture
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- Two-Layer Optimization With Utility Game and Resource Control for Federated Learning in Edge NetworksFengsen Tian, Xinglin Zhang, Xiumin Wang, Yue‐Jiao Gong · 2024 · IEEE Transactions on Mobile Computing
- Efficient Service Function Chain Placement Over Heterogeneous Devices in Deviceless Edge Computing EnvironmentsYaodong Huang, Tingting Yao, Zelin Lin, Xiaojun Shang, Yukun Yuan, Laizhong Cui, Yuanyuan Yang · 2024 · IEEE Transactions on Computers