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Learning Power Control for Cellular Systems with Heterogeneous Graph Neural Network

Nov 06, 2020
Jia Guo, Chenyang Yang


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A Tutorial of Ultra-Reliable and Low-Latency Communications in 6G: Integrating Theoretical Knowledge into Deep Learning

Sep 13, 2020
Changyang She, Chengjian Sun, Zhouyou Gu, Yonghui Li, Chenyang Yang, H. Vincent Poor, Branka Vucetic

* This work has been submitted to Proceedings of the IEEE (in the second round of review) 

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Optimizing Ultra-Reliable and Low-Latency Communication Systems with Unsupervised Learning

May 30, 2020
Chengjian Sun, Changyang She, Chenyang Yang

* This paper has been presented in part at the IEEE Global Communications Conference 2019: C. Sun and C. Yang, "Unsupervised deep learning for ultra-reliable and low-latency communications," in Proc. IEEE Globecom, 2019. A journal version has been submitted for possible publication. arXiv admin note: text overlap with arXiv:1905.13014 

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Data Representation for Deep Learning with Prior Knowledge of Symmetric Wireless Tasks

May 27, 2020
Chengjian Sun, Jiajun Wu, Chenyang Yang

* 7 pages, 5 figures, submitted to IEEE for possible publication 

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Data Represention for Deep Learning with Priori Knowledge of Symmetric Wireless Tasks

May 18, 2020
Chengjian Sun, Jiajun Wu, Chenyang Yang

* 7 pages, 5 figures, submitted to IEEE for possible publication 

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Accelerating Deep Reinforcement Learning With the Aid of a Partial Model: Power-Efficient Predictive Video Streaming

Mar 21, 2020
Dong Liu, Jianyu Zhao, Chenyang Yang, Lajos Hanzo


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Deep Learning for Ultra-Reliable and Low-Latency Communications in 6G Networks

Feb 22, 2020
Changyang She, Rui Dong, Zhouyou Gu, Zhanwei Hou, Yonghui Li, Wibowo Hardjawana, Chenyang Yang, Lingyang Song, Branka Vucetic

* The manuscript contains 4 figures 2 tables. It has been submitted to IEEE Network (in the second round of revision) 

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Constructing Deep Neural Networks with a Priori Knowledge of Wireless Tasks

Jan 29, 2020
Jia Guo, Chenyang Yang

* 30 pages, 9 figures. arXiv admin note: text overlap with arXiv:1910.13728 

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Optimizing Wireless Systems Using Unsupervised and Reinforced-Unsupervised Deep Learning

Jan 03, 2020
Dong Liu, Chengjian Sun, Chenyang Yang, Lajos Hanzo

* To appear in IEEE Network Magazine 

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Structure of Deep Neural Networks with a Priori Information in Wireless Tasks

Nov 06, 2019
Jia Guo, Chenyang Yang

* 6 pages, 2 figures, Submitted to ICC 2020 

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Proactive Optimization with Unsupervised Learning

Oct 29, 2019
Jiajun Wu, Chengjian Sun, Chenyang Yang

* 6 pages, 3 figures, submitted to IEEE for possible publication 

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Model-Free Unsupervised Learning for Optimization Problems with Constraints

Jul 30, 2019
Chengjian Sun, Dong Liu, Chenyang Yang

* Submitted to Asia-Pacific Conference on Communications (APCC) 

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Unsupervised Deep Learning for Ultra-reliable and Low-latency Communications

Jun 05, 2019
Chengjian Sun, Chenyang Yang

* 6 pages, 1 figure, submitted to IEEE for possible publication. arXiv admin note: text overlap with arXiv:1905.11017 

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Learning to Optimize with Unsupervised Learning: Training Deep Neural Networks for URLLC

May 27, 2019
Chengjian Sun, Chenyang Yang

* 7 pages, 1 figure, submitted to IEEE for possible publication 

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A Learning-based Approach to Joint Content Caching and Recommendation at Base Stations

Oct 26, 2018
Dong Liu, Chenyang Yang

* Accepted by IEEE GLOBECOM 2018 

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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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