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1812.02858
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Wireless Network Intelligence at the Edge
7 December 2018
Jihong Park
S. Samarakoon
M. Bennis
Mérouane Debbah
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Papers citing
"Wireless Network Intelligence at the Edge"
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Q-GADMM: Quantized Group ADMM for Communication Efficient Decentralized Machine Learning
IEEE Transactions on Communications (IEEE Trans. Commun.), 2019
Anis Elgabli
Jihong Park
Amrit Singh Bedi
Chaouki Ben Issaid
M. Bennis
Vaneet Aggarwal
525
72
0
23 Oct 2019
Remote UAV Online Path Planning via Neural Network Based Opportunistic Control
IEEE Wireless Communications Letters (WCL), 2019
Hamid Shiri
Jihong Park
M. Bennis
49
47
0
11 Oct 2019
Model Pruning Enables Efficient Federated Learning on Edge Devices
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019
Yuang Jiang
Maroun Touma
Victor Valls
Bongjun Ko
Yan Koyfman
Kin K. Leung
Leandros Tassiulas
504
568
0
26 Sep 2019
A Joint Learning and Communications Framework for Federated Learning over Wireless Networks
IEEE Transactions on Wireless Communications (TWC), 2019
Mingzhe Chen
Zhaohui Yang
Walid Saad
Changchuan Yin
H. Vincent Poor
Shuguang Cui
FedML
390
1,332
0
17 Sep 2019
Hierarchical Federated Learning Across Heterogeneous Cellular Networks
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019
Mehdi Salehi Heydar Abad
Emre Ozfatura
Deniz Gunduz
Ozgur Ercetin
FedML
204
355
0
05 Sep 2019
Guardians of the Deep Fog: Failure-Resilient DNN Inference from Edge to Cloud
Ashkan Yousefpour
Siddartha Devic
Brian Q. Nguyen
Aboudy Kreidieh
Alan Liao
Alexandre M. Bayen
J. Jue
FedML
GNN
197
29
0
03 Sep 2019
Edge Intelligence: The Confluence of Edge Computing and Artificial Intelligence
IEEE Internet of Things Journal (IEEE IoT Journal), 2019
Shuiguang Deng
Hailiang Zhao
Weijia Fang
Yuxiang Cai
Schahram Dustdar
Albert Y. Zomaya
352
707
0
02 Sep 2019
GADMM: Fast and Communication Efficient Framework for Distributed Machine Learning
Journal of machine learning research (JMLR), 2019
Anis Elgabli
Jihong Park
Amrit Singh Bedi
M. Bennis
Vaneet Aggarwal
FedML
305
88
0
30 Aug 2019
Distilling On-Device Intelligence at the Network Edge
Jihong Park
Maroun Touma
Anis Elgabli
Seungeun Oh
Eunjeong Jeong
Han Cha
Hyesung Kim
Seong-Lyun Kim
M. Bennis
173
33
0
16 Aug 2019
Machine Learning at the Network Edge: A Survey
ACM Computing Surveys (ACM CSUR), 2019
M. G. Sarwar Murshed
Chris Murphy
Daqing Hou
Nazar Khan
Ganesh Ananthanarayanan
Faraz Hussain
642
461
0
31 Jul 2019
Energy-Efficient Processing and Robust Wireless Cooperative Transmission for Edge Inference
IEEE Internet of Things Journal (IEEE IoT Journal), 2019
Kai Yang
Yuanming Shi
Wei Yu
Z. Ding
163
44
0
29 Jul 2019
A Neural Network-Based On-device Learning Anomaly Detector for Edge Devices
IEEE transactions on computers (IEEE Trans. Comput.), 2019
Mineto Tsukada
Masaaki Kondo
Hiroki Matsutani
228
82
0
23 Jul 2019
Convergence of Edge Computing and Deep Learning: A Comprehensive Survey
IEEE Communications Surveys and Tutorials (COMST), 2019
Xiaofei Wang
Yiwen Han
Victor C. M. Leung
Dusit Niyato
Xueqiang Yan
Xu Chen
330
1,132
0
19 Jul 2019
Federated Reinforcement Distillation with Proxy Experience Memory
Han Cha
Jihong Park
Hyesung Kim
Seong-Lyun Kim
M. Bennis
180
19
0
15 Jul 2019
Multi-hop Federated Private Data Augmentation with Sample Compression
Eunjeong Jeong
Seungeun Oh
Jihong Park
Hyesung Kim
M. Bennis
Seong-Lyun Kim
174
18
0
15 Jul 2019
Deep Learning based Wireless Resource Allocation with Application to Vehicular Networks
Proceedings of the IEEE (Proc. IEEE), 2019
Le Liang
Hao Ye
Guanding Yu
Geoffrey Ye Li
174
218
0
07 Jul 2019
Optimizing Pipelined Computation and Communication for Latency-Constrained Edge Learning
IEEE Communications Letters (IEEE Commun. Lett.), 2019
N. Skatchkovsky
Osvaldo Simeone
131
18
0
11 Jun 2019
Accelerating DNN Training in Wireless Federated Edge Learning Systems
IEEE Journal on Selected Areas in Communications (JSAC), 2019
Jinke Ren
Guanding Yu
Guangyao Ding
FedML
137
190
0
23 May 2019
Massive Autonomous UAV Path Planning: A Neural Network Based Mean-Field Game Theoretic Approach
Global Communications Conference (GLOBECOM), 2019
Hamid Shiri
Jihong Park
M. Bennis
84
68
0
10 May 2019
Machine Learning in the Air
IEEE Journal on Selected Areas in Communications (JSAC), 2019
Deniz Gunduz
Paul de Kerret
N. Sidiropoulos
David Gesbert
C. Murthy
M. Schaar
AI4CE
149
204
0
28 Apr 2019
Machine Learning at the Wireless Edge: Distributed Stochastic Gradient Descent Over-the-Air
Mohammad Mohammadi Amiri
Deniz Gunduz
352
58
0
03 Jan 2019
Federated Learning via Over-the-Air Computation
Kai Yang
Tao Jiang
Yuanming Shi
Z. Ding
FedML
314
998
0
31 Dec 2018
Wireless Data Acquisition for Edge Learning: Data-Importance Aware Retransmission
Dongzhu Liu
Guangxu Zhu
Jun Zhang
Kaibin Huang
161
43
0
05 Dec 2018
A Distributed Learning Architecture for Scientific Imaging Problems
A. Panousopoulou
S. Farrens
Konstantina Fotiadou
Arnaud Woiselle
G. Tsagkatakis
Jean-Luc Starck
P. Tsakalides
134
2
0
16 Sep 2018
Adaptive Federated Learning in Resource Constrained Edge Computing Systems
Maroun Touma
Tiffany Tuor
Theodoros Salonidis
K. Leung
C. Makaya
T. He
Kevin S. Chan
647
1,931
0
14 Apr 2018
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