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Deep Reinforcement Learning with Spatio-temporal Traffic Forecasting for Data-Driven Base Station Sleep Control


Jan 21, 2021
Qiong Wu, Xu Chen, Zhi Zhou, Liang Chen, Junshan Zhang

* Accepted by IEEE/ACM Transactions on Networking, Jan. 2021 

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FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring


Dec 14, 2020
Qiong Wu, Xu Chen, Zhi Zhou, Junshan Zhang

* Accepted by IEEE Transactions on Mobile Computing 

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CoEdge: Cooperative DNN Inference with Adaptive Workload Partitioning over Heterogeneous Edge Devices


Dec 06, 2020
Liekang Zeng, Xu Chen, Zhi Zhou, Lei Yang, Junshan Zhang

* Accepted by IEEE/ACM Transactions on Networking, Nov. 2020 

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When Deep Reinforcement Learning Meets Federated Learning: Intelligent Multi-Timescale Resource Management for Multi-access Edge Computing in 5G Ultra Dense Network


Sep 22, 2020
Shuai Yu, Xu Chen, Zhi Zhou, Xiaowen Gong, Di Wu

* Accepted by IEEE IoTJ 

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HierTrain: Fast Hierarchical Edge AI Learning with Hybrid Parallelism in Mobile-Edge-Cloud Computing


Mar 22, 2020
Deyin Liu, Xu Chen, Zhi Zhou, Qing Ling

* Submitted for review 

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DeepCP: Deep Learning Driven Cascade Prediction Based Autonomous Content Placement in Closed Social Network


Mar 09, 2020
Qiong Wu, Muhong Wu, Xu Chen, Zhi Zhou, Kaiwen He, Liang Chen

* accepted by IEEE Journal on Selected Areas in Communications (JSAC), March 2020 

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Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing


Oct 04, 2019
En Li, Liekang Zeng, Zhi Zhou, Xu Chen

* Accepted by IEEE Transactions on Wireless Communications, Sept 2019 

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


May 24, 2019
Zhi Zhou, Xu Chen, En Li, Liekang Zeng, Ke Luo, Junshan Zhang

* Zhi Zhou, Xu Chen, En Li, Liekang Zeng, Ke Luo, and Junshan Zhang, "Edge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing," Proceedings of the IEEE 

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Follow Me at the Edge: Mobility-Aware Dynamic Service Placement for Mobile Edge Computing


Sep 14, 2018
Tao Ouyang, Zhi Zhou, Xu Chen

* The paper is accepted by IEEE Journal on Selected Areas in Communications, Aug. 2018 

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Edge Intelligence: On-Demand Deep Learning Model Co-Inference with Device-Edge Synergy


Sep 14, 2018
En Li, Zhi Zhou, Xu Chen

* Published in the SIGCOMM Workshop on Mobile Edge Communications, Budapest, Hungary, August 21-23, 2018. https://dl.acm.org/authorize?N665473 

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