Edge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing

24 May 2019

Xu Chen

Papers citing "Edge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing"

50 / 253 papers shown

Title
Memory-Efficient and Secure DNN Inference on TrustZone-enabled Consumer IoT Devices Xueshuo Xie Haoxu Wang Zhaolong Jian Tao Li Wei Wang Zhiwei Xu Gui-Ping Wang 44 2 0 19 Mar 2024
Towards Robust and Efficient Cloud-Edge Elastic Model Adaptation via Selective Entropy Distillation Yaofo Chen Shuaicheng Niu Yaowei Wang Shoukai Xu Hengjie Song Mingkui Tan 35 6 0 27 Feb 2024
Model Compression Method for S4 with Diagonal State Space Layers using Balanced Truncation Haruka Ezoe Kazuhiro Sato 33 0 0 25 Feb 2024
MAGNETO: Edge AI for Human Activity Recognition -- Privacy and Personalization Jingwei Zuo George Arvanitakis Mthandazo Ndhlovu Hakim Hacid 24 1 0 11 Feb 2024
A Review on Building Blocks of Decentralized Artificial Intelligence Vid Keršič Muhamed Turkanović 21 1 0 05 Feb 2024
HyperSense: Hyperdimensional Intelligent Sensing for Energy-Efficient Sparse Data Processing Sanggeon Yun Hanning Chen Ryozo Masukawa Hamza Errahmouni Barkam Andrew Ding Wenjun Huang Arghavan Rezvani Shaahin Angizi Mohsen Imani 29 7 0 04 Jan 2024
IoT in the Era of Generative AI: Vision and Challenges Xin Wang Zhongwei Wan Arvin Hekmati M. Zong Samiul Alam Mi Zhang Bhaskar Krishnamachari 32 15 0 03 Jan 2024
Resource-efficient Generative Mobile Edge Networks in 6G Era: Fundamentals, Framework and Case Study Bingkun Lai Jinbo Wen Jiawen Kang Hongyang Du Jiangtian Nie Changyan Yi Dong In Kim Shengli Xie 29 14 0 19 Dec 2023
Enhancing Edge Intelligence with Highly Discriminant LNT Features Xinyu Wang Vinod K. Mishra C.-C. Jay Kuo 29 2 0 19 Dec 2023
Livestock feeding behaviour: A review on automated systems for ruminant monitoring José O. Chelotti Luciano S. Martinez-Rau Mariano Ferrero Leandro D. Vignolo J. Galli A. Planisich H. Rufiner L. Giovanini 22 7 0 03 Dec 2023
Green Edge AI: A Contemporary Survey Yuyi Mao X. Yu Kaibin Huang Ying-Jun Angela Zhang Jun Zhang 49 17 0 01 Dec 2023
The AutoSPADA Platform: User-Friendly Edge Computing for Distributed Learning and Data Analytics in Connected Vehicles Adrian Nilsson Simon Smith Jonas Hagmar Magnus Önnheim Mats Jirstrand 28 0 0 29 Nov 2023
Edge AI for Internet of Energy: Challenges and Perspectives Yassine Himeur A. Sayed A. Alsalemi F. Bensaali Abbes Amira 57 26 0 28 Nov 2023
QOCO: A QoE-Oriented Computation Offloading Algorithm based on Deep Reinforcement Learning for Mobile Edge Computing Iman Rahmati Hamed Shah-Mansouri Ali Movaghar 12 0 0 04 Nov 2023
SiDA-MoE: Sparsity-Inspired Data-Aware Serving for Efficient and Scalable Large Mixture-of-Experts Models Zhixu Du Shiyu Li Yuhao Wu Xiangyu Jiang Jingwei Sun Qilin Zheng Yongkai Wu Ang Li Hai Helen Li Yiran Chen MoE 43 12 0 29 Oct 2023
Edge AI Inference in Heterogeneous Constrained Computing: Feasibility and Opportunities Roberto Morabito Mallik Tatipamula Sasu Tarkoma Mung Chiang 23 1 0 27 Oct 2023
A Survey on Trustworthy Edge Intelligence: From Security and Reliability To Transparency and Sustainability Xiaojie Wang Beibei Wang Yu Wu Zhaolong Ning Song Guo Feng Yu 39 12 0 27 Oct 2023
AdaMEC: Towards a Context-Adaptive and Dynamically-Combinable DNN Deployment Framework for Mobile Edge Computing Bowen Pang Sicong Liu Hongli Wang Bin Guo Yuzhan Wang Hao Wang Zhenli Sheng Zhongyi Wang Zhiwen Yu 27 2 0 25 Oct 2023
Accelerating Split Federated Learning over Wireless Communication Networks Ce Xu Jinxuan Li Yuan Liu Yushi Ling Miaowen Wen FedML 31 23 0 24 Oct 2023
The Implications of Decentralization in Blockchained Federated Learning: Evaluating the Impact of Model Staleness and Inconsistencies F. Wilhelmi Nima Afraz Elia Guerra Paolo Dini 42 3 0 11 Oct 2023
Model Compression in Practice: Lessons Learned from Practitioners Creating On-device Machine Learning Experiences Fred Hohman Mary Beth Kery Donghao Ren Dominik Moritz 37 16 0 06 Oct 2023
Edge AI Empowered Physical Layer Security for 6G NTN: Potential Threats and Future Opportunities Hong-Fu Chou Sourabh Solanki Vu Nguyen Ha Lin Chen Sean Longyu Ma H. Al-Hraishawi G. Eappen Symeon Chatzinotas 31 1 0 03 Oct 2023
Enabling Resource-efficient AIoT System with Cross-level Optimization: A survey Sicong Liu Bin Guo Cheng Fang Ziqi Wang Shiyan Luo Zimu Zhou Zhiwen Yu AI4CE 37 22 0 27 Sep 2023
Towards Energy-Aware Federated Traffic Prediction for Cellular Networks V. Perifanis Nikolaos Pavlidis Selim F. Yilmaz F. Wilhelmi Elia Guerra M. Miozzo P. Efraimidis Paolo Dini R. Koutsiamanis 29 11 0 19 Sep 2023
FedDIP: Federated Learning with Extreme Dynamic Pruning and Incremental Regularization Qianyu Long Christos Anagnostopoulos S. P. Parambath Daning Bi AI4CE FedML 23 2 0 13 Sep 2023
Towards characterization of edge-cloud continuum Danylo Khalyeyev T. Bures P. Hnetynka 13 7 0 11 Sep 2023
FusionAI: Decentralized Training and Deploying LLMs with Massive Consumer-Level GPUs Zhenheng Tang Yuxin Wang Xin He Longteng Zhang Xinglin Pan ... Rongfei Zeng Kaiyong Zhao S. Shi Bingsheng He Xiaowen Chu 46 30 0 03 Sep 2023
BeeFlow: Behavior Tree-based Serverless Workflow Modeling and Scheduling for Resource-Constrained Edge Clusters Ke Luo Ouyang Tao Zhi Zhou Xu Chen 32 1 0 31 Aug 2023
EdgeConvEns: Convolutional Ensemble Learning for Edge Intelligence Ilkay Sikdokur Inci M. Baytas A. Yurdakul FedML 28 0 0 25 Jul 2023
A3D: Adaptive, Accurate, and Autonomous Navigation for Edge-Assisted Drones Liekang Zeng Haowei Chen Daipeng Feng Xiaoxi Zhang Xu Chen 20 7 0 19 Jul 2023
Serving Graph Neural Networks With Distributed Fog Servers For Smart IoT Services Liekang Zeng Xu Chen Peng Huang Ke Luo Xiaoxi Zhang Zhi Zhou GNN 31 6 0 04 Jul 2023
MimiC: Combating Client Dropouts in Federated Learning by Mimicking Central Updates Yuchang Sun Yuyi Mao Jinchao Zhang FedML 35 10 0 21 Jun 2023
Adaptive DNN Surgery for Selfish Inference Acceleration with On-demand Edge Resource Xiang Yang Deliang Chen Q. Qi Jingyu Wang Haifeng Sun J. Liao Song Guo 27 3 0 21 Jun 2023
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes Francesco Daghero Luca Bompani Enrico Macii P. Montuschi M. Poncino Daniele Jahier Pagliari 28 5 0 16 Jun 2023
GQFedWAvg: Optimization-Based Quantized Federated Learning in General Edge Computing Systems Yangchen Li Ying Cui Vincent K. N. Lau FedML 27 3 0 13 Jun 2023
Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference Matteo Risso Luca Bompani G. M. Sarda Luca Benini Enrico Macii M. Poncino Marian Verhelst Daniele Jahier Pagliari 30 4 0 08 Jun 2023
Hardware-aware Training Techniques for Improving Robustness of Ex-Situ Neural Network Transfer onto Passive TiO2 ReRAM Crossbars Philippe Drolet R. Dawant Victor Yon Pierre-Antoine Mouny Matthieu Valdenaire ... Sean U. N. Wood S. Ecoffey Fabien Alibart Y. Beilliard Dominique Drouin 13 1 0 29 May 2023
Lyapunov-Driven Deep Reinforcement Learning for Edge Inference Empowered by Reconfigurable Intelligent Surfaces Kyriakos Stylianopoulos M. Merluzzi P. Lorenzo G. C. Alexandropoulos 35 9 0 18 May 2023
A Survey of Federated Evaluation in Federated Learning Behnaz Soltani Yipeng Zhou Venus Haghighi John C. S. Lui FedML 43 12 0 14 May 2023
Big-Little Adaptive Neural Networks on Low-Power Near-Subthreshold Processors Zichao Shen Neil Howard J. Núñez-Yáñez 18 2 0 19 Apr 2023
A Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services Dewant Katare Diego Perino J. Nurmi M. Warnier Marijn Janssen Aaron Yi Ding 34 37 0 13 Apr 2023
Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays Chen Xie Francesco Daghero Yukai Chen Marco Castellano Luca Gandolfi A. Calimera Enrico Macii M. Poncino Daniele Jahier Pagliari 24 6 0 12 Apr 2023
Integrating Edge-AI in Structural Health Monitoring domain Anoop Mishra Gopinath Gangisetti Deepak Khazanchi 11 2 0 07 Apr 2023
Edge-Based Video Analytics: A Survey Miao Hu Zhenxiao Luo A. Pasdar Young Choon Lee Yipeng Zhou Di Wu 47 14 0 25 Mar 2023
Differentially Private Deep Q-Learning for Pattern Privacy Preservation in MEC Offloading Shuying Gan Marie Siew Chao Xu Tony Q.S. Quek 20 1 0 09 Feb 2023
Unsupervised Deep Learning for IoT Time Series Ya Liu Ying Zhou Kai Yang Xiao Wang AI4TS 41 34 0 07 Feb 2023
Distributed Traffic Synthesis and Classification in Edge Networks: A Federated Self-supervised Learning Approach Yong Xiao Rong Xia Yingyu Li Guangming Shi Diep N. Nguyen D. Hoang Dusit Niyato Marwan Krunz 29 12 0 01 Feb 2023
Hierarchical Memory Pool Based Edge Semi-Supervised Continual Learning Method Xiangwei Wang Rui Han Chi Harold Liu CLL 19 0 0 17 Jan 2023
RedMule: A Mixed-Precision Matrix-Matrix Operation Engine for Flexible and Energy-Efficient On-Chip Linear Algebra and TinyML Training Acceleration Yvan Tortorella L. Bertaccini Luca Benini D. Rossi Francesco Conti 28 13 0 10 Jan 2023
Distributed Machine Learning for UAV Swarms: Computing, Sensing, and Semantics Yahao Ding Zhaohui Yang Viet Quoc Pham Zhaoyang Zhang M. Shikh-Bahaei 36 32 0 03 Jan 2023