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02/13/2022
Reinforcement Learning Based Power Control for Reliable Wireless Transmission
In this paper, we investigate a sequential power allocation problem over...
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08/05/2021
Decentralized Federated Learning with Unreliable Communications
Decentralized federated learning, inherited from decentralized learning,...
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05/21/2021
A Lightweight Deep Network for Efficient CSI Feedback in Massive MIMO Systems
To fully exploit the advantages of massive multiple-input multiple-outpu...
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08/12/2019
Learn to Compress CSI and Allocate Resources in Vehicular Networks
Resource allocation has a direct and profound impact on the performance ...
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07/30/2019
Learn to Allocate Resources in Vehicular Networks
Resource allocation has a direct and profound impact on the performance ...
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07/07/2019
Deep Learning based Wireless Resource Allocation with Application to Vehicular Networks
It has been a long-held belief that judicious resource allocation is cri...
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05/08/2019
Spectrum Sharing in Vehicular Networks Based on Multi-Agent Reinforcement Learning
This paper investigates the spectrum sharing problem in vehicular networ...
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03/06/2019
Deep Learning based End-to-End Wireless Communication Systems with Conditional GAN as Unknown Channel
In this article, we develop an end-to-end wireless communication system ...
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06/08/2018
Resource Allocation for Low-Latency Vehicular Communications with Packet Retransmission
Vehicular communications have stringent latency requirements on safety-c...
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04/01/2018
Towards Intelligent Vehicular Networks: A Machine Learning Framework
As wireless networks evolve towards high mobility and providing better s...
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01/08/2018
Graph-Based Radio Resource Management for Vehicular Networks
This paper investigates the resource allocation problem in device-to-dev...
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12/23/2017
Framework of Channel Estimation for Hybrid Analog-and-Digital Processing Enabled Massive MIMO Communications
We investigate a general channel estimation problem in the massive multi...
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12/19/2017