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Knowledge-Assisted Deep Reinforcement Learning in 5G Scheduler Design: From Theoretical Framework to Implementation
In this paper, we develop a knowledge-assisted deep reinforcement learni...
09/17/2020 ∙ by Zhouyou Gu, et al. ∙
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A Tutorial of Ultra-Reliable and Low-Latency Communications in 6G: Integrating Theoretical Knowledge into Deep Learning
As one of the key communication scenarios in the 5th and also the 6th ge...
09/13/2020 ∙ by Changyang She, et al. ∙
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Optimizing Ultra-Reliable and Low-Latency Communication Systems with Unsupervised Learning
Supervised learning has been introduced to wireless communications to so...
05/30/2020 ∙ by Chengjian Sun, et al. ∙
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Deep Learning for Radio Resource Allocation with Diverse Quality-of-Service Requirements in 5G
To accommodate diverse Quality-of-Service (QoS) requirements in the 5th ...
03/29/2020 ∙ by Rui Dong, et al. ∙
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Energy-Aware Offloading in Time-Sensitive Networks with Mobile Edge Computing
Mobile Edge Computing (MEC) enables rich services in close proximity to ...
03/28/2020 ∙ by Mingxiong Zhao, et al. ∙
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Deep Learning for Ultra-Reliable and Low-Latency Communications in 6G Networks
In the future 6th generation networks, ultra-reliable and low-latency co...
02/22/2020 ∙ by Changyang She, et al. ∙
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Computation Offloading for IoT in C-RAN: Optimization and Deep Learning
We consider computation offloading for Internet-of-things (IoT) applicat...
09/24/2019 ∙ by Chandan Pradhan, et al. ∙
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Prediction and Communication Co-design for Ultra-Reliable and Low-Latency Communications
Ultra-reliable and low-latency communications (URLLC) are considered as ...
09/06/2019 ∙ by Zhanwei Hou, et al. ∙
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Deep Learning for Hybrid 5G Services in Mobile Edge Computing Systems: Learn from a Digital Twin
In this work, we consider a mobile edge computing system with both ultra...
06/30/2019 ∙ by Rui Dong, et al. ∙
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Cross-layer Design for Mission-Critical IoT in Mobile Edge Computing Systems
In this work, we propose a cross-layer framework for optimizing user ass...
06/26/2019 ∙ by Changyang She, et al. ∙
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Towards Ultra-Reliable Low-Latency Communications: Typical Scenarios, Possible Solutions, and Open Issues
Ultra-reliable low-latency communications (URLLC) has been considered as...
03/10/2019 ∙ by Daquan Feng, et al. ∙
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Improving Network Availability of Ultra-Reliable and Low-Latency Communications with Multi-Connectivity
Ultra-reliable and low-latency communications (URLLC) have stringent req...
06/17/2018 ∙ by Changyang She, et al. ∙
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Joint Uplink and Downlink Resource Configuration for Ultra-reliable and Low-latency Communications
Supporting ultra-reliable and low-latency communications (URLLC) is one ...
01/03/2018 ∙ by Changyang She, et al. ∙
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