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05/18/2023
Client Selection for Federated Policy Optimization with Environment Heterogeneity
The development of Policy Iteration (PI) has inspired many recent algori...
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09/03/2022
Augmented Deep Unfolding for Downlink Beamforming in Multi-cell Massive MIMO With Limited Feedback
In limited feedback multi-user multiple-input multiple-output (MU-MIMO) ...
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05/31/2022
Collaborative Sensing in Perceptive Mobile Networks: Opportunities and Challenges
With the development of innovative applications that demand accurate env...
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05/23/2022
Networked Sensing with AI-Empowered Environment Estimation: Exploiting Macro-Diversity and Array Gain in Perceptive Mobile Networks
Sensing will be an important service for future wireless networks to ass...
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05/21/2022
Graph Neural Network Enhanced Approximate Message Passing for MIMO Detection
Efficient multiple-input multiple-output (MIMO) detection algorithms wit...
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04/18/2022
FedKL: Tackling Data Heterogeneity in Federated Reinforcement Learning by Penalizing KL Divergence
As a distributed learning paradigm, Federated Learning (FL) faces the co...
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03/21/2022
Graph Neural Networks for Wireless Communications: From Theory to Practice
Deep learning-based approaches have been developed to solve challenging ...
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03/14/2022
Communication-Efficient Federated Distillation with Active Data Sampling
Federated learning (FL) is a promising paradigm to enable privacy-preser...
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12/29/2021
Perceptive Mobile Network with Distributed Target Monitoring Terminals: Leaking Communication Energy for Sensing
Integrated sensing and communication enables sensing capability for wire...
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11/30/2021
Outage and Finite-SNR DMT Analysis for IRS-aided MIMO Systems: How Large IRSs Need to Be?
Intelligent reflecting surfaces (IRSs) are promising enablers for high-c...
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11/28/2021
Cell-Free Massive MIMO Detection: A Distributed Expectation Propagation Approach
Cell-free massive MIMO is one of the core technologies for future wirele...
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10/14/2021
Cell-Free Massive MIMO for 6G Wireless Communication Networks
The recently commercialized fifth-generation (5G) wireless communication...
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10/01/2021
Learn to Communicate with Neural Calibration: Scalability and Generalization
The conventional design of wireless communication systems typically reli...
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08/22/2021
Bias for the Trace of the Resolvent and Its Application on Non-Gaussian and Non-centered MIMO Channels
The mutual information (MI) of Gaussian multi-input multi-output (MIMO) ...
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08/17/2021
Distributed Expectation Propagation Detection for Cell-Free Massive MIMO
In cell-free massive MIMO networks, an efficient distributed detection a...
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08/03/2021
Neural Calibration for Scalable Beamforming in FDD Massive MIMO with Implicit Channel Estimation
Channel estimation and beamforming play critical roles in frequency-divi...
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06/11/2021
AI Empowered Resource Management for Future Wireless Networks
Resource management plays a pivotal role in wireless networks, which, un...
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04/13/2021
Large-scale IRS-aided MIMO over Double-scattering Channel: An Asymptotic Approach
Intelligent reflecting surface (IRS) is a promising enabler for next-gen...
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08/03/2020
A Low-Complexity Algorithmic Framework for Large-Scale IRS-Assisted Wireless Systems
Intelligent reflecting surfaces (IRSs) are revolutionary enablers for ne...
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05/16/2019
Edge-Assisted Hierarchical Federated Learning with Non-IID Data
Federated Learning (FL) is capable of leveraging massively distributed p...
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05/15/2019
Connectivity-Aware UAV Path Planning with Aerial Coverage Maps
Cellular networks are promising to support effective wireless communicat...
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06/11/2018