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DRLE: Decentralized Reinforcement Learning at the Edge for Traffic Light Control


Sep 03, 2020
Pengyuan Zhou, Xianfu Chen, Zhi Liu, Tristan Braud, Pan Hui, Jussi Kangasharju


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Information Freshness-Aware Task Offloading in Air-Ground Integrated Edge Computing Systems


Jul 15, 2020
Xianfu Chen, Celimuge Wu, Tao Chen, Zhi Liu, Honggang Zhang, Mehdi Bennis, Hang Liu, Yusheng Ji


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Computation Offloading in Beyond 5G Networks: A Distributed Learning Framework and Applications


Jul 15, 2020
Xianfu Chen, Celimuge Wu, Zhi Liu, Ning Zhang, Yusheng Ji


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Age of Information-Aware Radio Resource Management in Vehicular Networks: A Proactive Deep Reinforcement Learning Perspective


Aug 06, 2019
Xianfu Chen, Celimuge Wu, Tao Chen, Honggang Zhang, Zhi Liu, Yan Zhang, Mehdi Bennis


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Decentralized Deep Reinforcement Learning for Delay-Power Tradeoff in Vehicular Communications


Jun 03, 2019
Xianfu Chen, Celimuge Wu, Honggang Zhang, Yan Zhang, Mehdi Bennis, Heli Vuojala

* Accepted to Proc. IEEE ICC, Shanghai, China, May 2019 

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GAN-based Deep Distributional Reinforcement Learning for Resource Management in Network Slicing


May 10, 2019
Yuxiu Hua, Rongpeng Li, Zhifeng Zhao, Honggang Zhang, Xianfu Chen

* 7 pages, 5 figures, 22 conferences 

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Deep Learning with Long Short-Term Memory for Time Series Prediction


Oct 24, 2018
Yuxiu Hua, Zhifeng Zhao, Rongpeng Li, Xianfu Chen, Zhiming Liu, Honggang Zhang

* 9 pages, 5 figures, 14 references 

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Deep Reinforcement Learning for Network Slicing


May 26, 2018
Zhifeng Zhao, Rongpeng Li, Qi Sun, Chi-Lin I, Chenyang Yang, Xianfu Chen, Minjian Zhao, Honggang Zhang

* 5 figures, 1 table 

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Optimized Computation Offloading Performance in Virtual Edge Computing Systems via Deep Reinforcement Learning


May 16, 2018
Xianfu Chen, Honggang Zhang, Celimuge Wu, Shiwen Mao, Yusheng Ji, Mehdi Bennis


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Traffic Prediction Based on Random Connectivity in Deep Learning with Long Short-Term Memory


Apr 03, 2018
Yuxiu Hua, Zhifeng Zhao, Rongpeng Li, Xianfu Chen, Zhiming Liu, Honggang Zhang

* 6 pages, 9 figures 

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TACT: A Transfer Actor-Critic Learning Framework for Energy Saving in Cellular Radio Access Networks


Apr 04, 2014
Rongpeng Li, Zhifeng Zhao, Xianfu Chen, Jacques Palicot, Honggang Zhang

* 11 figures, 30 pages, accepted in IEEE Transactions on Wireless Communications 2014. IEEE Trans. Wireless Commun., Feb. 2014 

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On Improving Energy Efficiency within Green Femtocell Networks: A Hierarchical Reinforcement Learning Approach


Mar 13, 2013
Xianfu Chen, Honggang Zhang, Tao Chen, Mika Lasanen, Jacques Palicot

* arXiv admin note: substantial text overlap with arXiv:1209.2790 

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Improving Energy Efficiency in Femtocell Networks: A Hierarchical Reinforcement Learning Framework


Sep 13, 2012
Xianfu Chen, Honggang Zhang, Tao Chen, Mika Lasanen


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