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07/06/2023
Intent-driven Intelligent Control and Orchestration in O-RAN Via Hierarchical Reinforcement Learning
rApps and xApps need to be controlled and orchestrated well in the open ...
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04/22/2023
On-Device Intelligence for 5G RAN: Knowledge Transfer and Federated Learning enabled UE-Centric Traffic Steering
Traffic steering (TS) is a promising approach to support various service...
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02/01/2023
Beam Selection for Energy-Efficient mmWave Network Using Advantage Actor Critic Learning
The growing adoption of mmWave frequency bands to realize the full poten...
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01/18/2023
Hierarchical Reinforcement Learning Based Traffic Steering in Multi-RAT 5G Deployments
In 5G non-standalone mode, an intelligent traffic steering mechanism can...
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01/13/2023
Hierarchical Deep Q-Learning Based Handover in Wireless Networks with Dual Connectivity
5G New Radio proposes the usage of frequencies above 10 GHz to speed up ...
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01/12/2023
Traffic Steering for 5G Multi-RAT Deployments using Deep Reinforcement Learning
In 5G non-standalone mode, traffic steering is a critical technique to t...
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12/21/2022
The Internet of Senses: Building on Semantic Communications and Edge Intelligence
The Internet of Senses (IoS) holds the promise of flawless telepresence-...
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06/24/2021
RAN Resource Slicing in 5G Using Multi-Agent Correlated Q-Learning
5G is regarded as a revolutionary mobile network, which is expected to s...
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03/08/2021
Machine Learning-based Inter-Beam Inter-Cell Interference Mitigation in mmWave
In this paper, we address inter-beam inter-cell interference mitigation ...
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03/08/2021
Radio Resource and Beam Management in 5G mmWave Using Clustering and Deep Reinforcement Learning
To optimally cover users in millimeter-Wave (mmWave) networks, clusterin...
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03/08/2021
AI-enabled Future Wireless Networks: Challenges, Opportunities and Open Issues
A plethora of demanding services and use cases mandate a revolutionary s...
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12/09/2020