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
An edge-based architecture to support the execution of ambience intelligence tasks using the IoP paradigm Khaled Alanezi Shivakant Mishra 13 4 0 31 Oct 2020
Learning Centric Wireless Resource Allocation for Edge Computing: Algorithm and Experiment Liangkai Zhou Yuncong Hong Shuai Wang Ruihua Han Dachuan Li Rui-cang Wang Qi Hao 6 21 0 29 Oct 2020
A Comprehensive Overview on 5G-and-Beyond Networks with UAVs: From Communications to Sensing and Intelligence Qingqing Wu Jie Xu Yong Zeng Derrick Wing Kwan Ng N. Al-Dhahir R. Schober A. L. Swindlehurst 40 352 0 19 Oct 2020
Deep Reinforcement Learning for Delay-Oriented IoT Task Scheduling in Space-Air-Ground Integrated Network Conghao Zhou Wen Wu Hongli He Peng Yang Feng Lyu Nan Cheng Xuemin Shen Shen 22 48 0 04 Oct 2020
Towards Self-learning Edge Intelligence in 6G Yong Xiao Guangming Shi Yingyu Li Walid Saad H. Vincent Poor 36 94 0 01 Oct 2020
When Deep Reinforcement Learning Meets Federated Learning: Intelligent Multi-Timescale Resource Management for Multi-access Edge Computing in 5G Ultra Dense Network Shuai Yu Xu Chen Zhi Zhou Xiaowen Gong Di Wu 19 214 0 22 Sep 2020
Fast Implementation of 4-bit Convolutional Neural Networks for Mobile Devices A. Trusov E. Limonova Dmitry Slugin D. Nikolaev V. Arlazarov MQ 25 17 0 14 Sep 2020
Wireless for Machine Learning Henrik Hellström J. M. B. D. Silva Mohammad Mohammadi Amiri Mingzhe Chen Viktoria Fodor H. Vincent Poor Carlo Fischione 22 18 0 31 Aug 2020
SEEC: Semantic Vector Federation across Edge Computing Environments Shalisha Witherspoon Dean Steuer Graham A. Bent N. Desai FedML 25 2 0 30 Aug 2020
Scalable and Communication-efficient Decentralized Federated Edge Learning with Multi-blockchain Framework Jiawen Kang Zehui Xiong Chunxiao Jiang Yi Liu Song Guo Yang Zhang Dusit Niyato Cyril Leung Chunyan Miao FedML 38 40 0 10 Aug 2020
Scission: Performance-driven and Context-aware Cloud-Edge Distribution of Deep Neural Networks Luke Lockhart P. Harvey Pierre Imai P. Willis Blesson Varghese 30 4 0 08 Aug 2020
A Case For Adaptive Deep Neural Networks in Edge Computing Francis McNamee Schahram Dustdar Peter Kilpatrick Weisong Shi I. Spence Blesson Varghese 15 8 0 04 Aug 2020
E-Tree Learning: A Novel Decentralized Model Learning Framework for Edge AI Lei Yang Yanyan Lu Jiannong Cao Jiaming Huang Mingjin Zhang 30 20 0 04 Aug 2020
State-of-the-art Techniques in Deep Edge Intelligence Ahnaf Hannan Lodhi Barış Akgün Öznur Özkasap 39 5 0 03 Aug 2020
A Review on Computational Intelligence Techniques in Cloud and Edge Computing M. Asim Yong Wang Kezhi Wang Pei-qiu Huang 25 72 0 27 Jul 2020
Proactive Tasks Management based on a Deep Learning Model Kostas Kolomvatsos Christos Anagnostopoulos 19 0 0 25 Jul 2020
Memory-Latency-Accuracy Trade-offs for Continual Learning on a RISC-V Extreme-Edge Node Leonardo Ravaglia Manuele Rusci Alessandro Capotondi Francesco Conti Lorenzo Pellegrini Vincenzo Lomonaco Davide Maltoni Luca Benini 10 11 0 22 Jul 2020
Learning Centric Power Allocation for Edge Intelligence Shuai Wang Rui-cang Wang Qi Hao Yik-Chung Wu H. Vincent Poor 17 9 0 21 Jul 2020
Joint Multi-User DNN Partitioning and Computational Resource Allocation for Collaborative Edge Intelligence Xin Tang Xu Chen Liekang Zeng Shuai Yu Lin Chen 8 91 0 15 Jul 2020
Joint Device Scheduling and Resource Allocation for Latency Constrained Wireless Federated Learning Wenqi Shi Sheng Zhou Z. Niu Miao Jiang Lu Geng 28 292 0 14 Jul 2020
An Edge Computing-based Photo Crowdsourcing Framework for Real-time 3D Reconstruction Shuai Yu Xu Chen Shuai Wang Lingjun Pu Di Wu 24 20 0 03 Jul 2020
Fully-parallel Convolutional Neural Network Hardware Christiam F. Frasser Pablo Linares-Serrano V. Canals M. Roca T. Serrano-Gotarredona J. Rosselló 6 1 0 22 Jun 2020
Leveraging the Power of Prediction: Predictive Service Placement for Latency-Sensitive Mobile Edge Computing Huirong Ma Zhi Zhou Xu Chen 15 50 0 17 Jun 2020
Now that I can see, I can improve: Enabling data-driven finetuning of CNNs on the edge A. Rajagopal C. Bouganis 11 5 0 15 Jun 2020
Model-Size Reduction for Reservoir Computing by Concatenating Internal States Through Time Yusuke Sakemi K. Morino T. Leleu Kazuyuki Aihara 26 20 0 11 Jun 2020
AdaDeep: A Usage-Driven, Automated Deep Model Compression Framework for Enabling Ubiquitous Intelligent Mobiles Sicong Liu Junzhao Du Kaiming Nan Zimu Zhou Zhangyang Wang Yingyan Lin 32 30 0 08 Jun 2020
Communication-Computation Trade-Off in Resource-Constrained Edge Inference Jiawei Shao Jun Zhang 14 113 0 03 Jun 2020
BiQGEMM: Matrix Multiplication with Lookup Table For Binary-Coding-based Quantized DNNs Yongkweon Jeon Baeseong Park S. Kwon Byeongwook Kim Jeongin Yun Dongsoo Lee MQ 33 30 0 20 May 2020
CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning Yuanrui Dong Peng Zhao Hanqiao Yu Cong Zhao Shusen Yang 31 19 0 04 May 2020
6G White Paper on Edge Intelligence Ella Peltonen M. Bennis M. Capobianco Merouane Debbah Aaron Yi Ding ... S. Samarakoon K. Seppänen Paweł Sroka Sasu Tarkoma Tingting Yang 24 137 0 30 Apr 2020
Communication-Efficient Edge AI Inference Over Wireless Networks Kai Yang Yong Zhou Zhanpeng Yang Yuanming Shi GNN 6 3 0 28 Apr 2020
Why should we add early exits to neural networks? Simone Scardapane M. Scarpiniti E. Baccarelli A. Uncini 16 117 0 27 Apr 2020
Prune2Edge: A Multi-Phase Pruning Pipelines to Deep Ensemble Learning in IIoT Besher Alhalabi M. Gaber S. Basurra 13 1 0 09 Apr 2020
Knowledge Distillation for Mobile Edge Computation Offloading Haowei Chen Liekang Zeng Shuai Yu Xu Chen OffRL 8 6 0 09 Apr 2020
pAElla: Edge-AI based Real-Time Malware Detection in Data Centers Antonio Libri Andrea Bartolini Luca Benini 14 24 0 07 Apr 2020
HierTrain: Fast Hierarchical Edge AI Learning with Hybrid Parallelism in Mobile-Edge-Cloud Computing Deyin Liu Xu Chen Zhi Zhou Qing Ling 40 46 0 22 Mar 2020
DeepCP: Deep Learning Driven Cascade Prediction Based Autonomous Content Placement in Closed Social Network Qiong Wu Muhong Wu Xu Chen Zhi Zhou Kaiwen He Liang Chen 15 5 0 09 Mar 2020
HFEL: Joint Edge Association and Resource Allocation for Cost-Efficient Hierarchical Federated Edge Learning Siqi Luo Xu Chen Qiong Wu Zhi Zhou Shuai Yu FedML 33 339 0 26 Feb 2020
Personalized Federated Learning for Intelligent IoT Applications: A Cloud-Edge based Framework Qiong Wu Kaiwen He Xu Chen 29 282 0 25 Feb 2020
Sparse Optimization for Green Edge AI Inference Xiangyu Yang Sheng Hua Yuanming Shi Hao Wang Jun Zhang Khaled B. Letaief 19 14 0 24 Feb 2020
Communication-Efficient Edge AI: Algorithms and Systems Yuanming Shi Kai Yang Tao Jiang Jun Zhang Khaled B. Letaief GNN 29 327 0 22 Feb 2020
Performance Analysis and Comparison of Machine and Deep Learning Algorithms for IoT Data Classification Meysam Vakili M. Ghamsari M. Rezaei 22 96 0 27 Jan 2020
Scientific Image Restoration Anywhere V. Abeykoon Zhengchun Liu R. Kettimuthu Geoffrey C. Fox Ian Foster 27 19 0 12 Nov 2019
Machine Intelligence at the Edge with Learning Centric Power Allocation Shuai Wang Yik-Chung Wu Minghua Xia Rui-cang Wang H. Vincent Poor 35 66 0 12 Nov 2019
An Overview of Data-Importance Aware Radio Resource Management for Edge Machine Learning Dingzhu Wen Xiaoyang Li Qunsong Zeng Jinke Ren Kaibin Huang 16 24 0 10 Nov 2019
On-Device Machine Learning: An Algorithms and Learning Theory Perspective Sauptik Dhar Junyao Guo Jiayi Liu S. Tripathi Unmesh Kurup Mohak Shah 28 141 0 02 Nov 2019
Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing En Li Liekang Zeng Zhi Zhou Xu Chen 12 616 0 04 Oct 2019
Edge Intelligence: The Confluence of Edge Computing and Artificial Intelligence Shuiguang Deng Hailiang Zhao Weijia Fang Jianwei Yin Schahram Dustdar Albert Y. Zomaya 74 606 0 02 Sep 2019
Machine Learning at the Network Edge: A Survey M. G. Sarwar Murshed Chris Murphy Daqing Hou Nazar Khan Ganesh Ananthanarayanan Faraz Hussain 38 378 0 31 Jul 2019
Energy-Efficient Processing and Robust Wireless Cooperative Transmission for Edge Inference Kai Yang Yuanming Shi Wei Yu Z. Ding 16 42 0 29 Jul 2019