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08/25/2023
Federated Linear Bandit Learning via Over-the-Air Computation
In this paper, we investigate federated contextual linear bandit learnin...
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08/12/2023
Integrated Sensing-Communication-Computation for Over-the-Air Edge AI Inference
Edge-device co-inference refers to deploying well-trained artificial int...
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06/01/2023
Integrated Sensing-Communication-Computation for Edge Artificial Intelligence
Edge artificial intelligence (AI) has been a promising solution towards ...
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05/04/2023
Vertical Federated Learning over Cloud-RAN: Convergence Analysis and System Optimization
Vertical federated learning (FL) is a collaborative machine learning fra...
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03/20/2023
Task-Oriented Communications for 6G: Vision, Principles, and Technologies
Driven by the interplay among artificial intelligence, digital twin, and...
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01/13/2023
STAR-RIS Assisted Over-the-Air Vertical Federated Learning in Multi-Cell Wireless Networks
Vertical federated learning (FL) is a critical enabler for distributed a...
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11/02/2022
Task-Oriented Over-the-Air Computation for Multi-Device Edge AI
Departing from the classic paradigm of data-centric designs, the 6G netw...
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10/20/2022
UAV-Assisted Multi-Cluster Over-the-Air Computation
In this paper, we study unmanned aerial vehicles (UAVs) assisted wireles...
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10/19/2022
Over-the-Air Computation: Foundations, Technologies, and Applications
The rapid advancement of artificial intelligence technologies has given ...
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10/04/2022
Federated Reinforcement Learning for Real-Time Electric Vehicle Charging and Discharging Control
With the recent advances in mobile energy storage technologies, electric...
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09/21/2022
Robust Information Bottleneck for Task-Oriented Communication with Digital Modulation
Task-oriented communications, mostly using learning-based joint source-c...
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08/13/2022
Trustworthy Federated Learning via Blockchain
The safety-critical scenarios of artificial intelligence (AI), such as a...
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07/03/2022
Task-Oriented Sensing, Computation, and Communication Integration for Multi-Device Edge AI
This paper studies a new multi-device edge artificial-intelligent (AI) s...
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06/16/2022
Reconfigurable Intelligent Surfaces Empowered Green Wireless Networks with User Admission Control
Reconfigurable intelligent surface (RIS) has emerged as a cost-effective...
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06/06/2022
Interference Management for Over-the-Air Federated Learning in Multi-Cell Wireless Networks
Federated learning (FL) over resource-constrained wireless networks has ...
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05/10/2022
Multi-agent Reinforcement Learning for Dynamic Resource Management in 6G in-X Subnetworks
The 6G network enables a subnetwork-wide evolution, resulting in a "netw...
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03/31/2022
Differentially Private Federated Learning via Reconfigurable Intelligent Surface
Federated learning (FL), as a disruptive machine learning paradigm, enab...
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03/29/2022
Over-the-Air Federated Learning via Second-Order Optimization
Federated learning (FL) is a promising learning paradigm that can tackle...
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01/24/2022
Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning
Federated learning (FL), as an emerging edge artificial intelligence par...
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11/24/2021
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications
The thriving of artificial intelligence (AI) applications is driving the...
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06/19/2021
Algorithm Unrolling for Massive Access via Deep Neural Network with Theoretical Guarantee
Massive access is a critical design challenge of Internet of Things (IoT...
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06/15/2021
Over-the-Air Decentralized Federated Learning
In this paper, we consider decentralized federated learning (FL) over wi...
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05/23/2021
Byzantine-Resilient Federated Machine Learning via Over-the-Air Computation
Federated learning (FL) is recognized as a key enabling technology to pr...
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05/11/2021
Over-the-Air Computation via Reconfigurable Intelligent Surface
Over-the-air computation (AirComp) is a disruptive technique for fast wi...
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05/11/2021
Optimal Receive Beamforming for Over-the-Air Computation
In this paper, we consider fast wireless data aggregation via over-the-a...
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01/25/2021
UAV-Assisted Over-the-Air Computation
Over-the-air computation (AirComp) provides a promising way to support u...
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01/13/2021
Reconfigurable Intelligent Surface for Massive Connectivity
With the rapid development of Internet of Things (IoT), massive machine-...
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11/10/2020
Federated Learning via Intelligent Reflecting Surface
Over-the-air computation (AirComp) based federated learning (FL) is capa...
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10/30/2020
Fast Convergence Algorithm for Analog Federated Learning
In this paper, we consider federated learning (FL) over a noisy fading m...
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09/16/2020
Reconfigurable Intelligent Surface Assisted Massive MIMO with Antenna Selection
Antenna selection is capable of reducing the hardware complexity of mass...
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07/15/2020
Graph Neural Networks for Scalable Radio Resource Management: Architecture Design and Theoretical Analysis
Deep learning has recently emerged as a disruptive technology to solve c...
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05/21/2020
Stochastic Beamforming for Reconfigurable Intelligent Surface Aided Over-the-Air Computation
Over-the-air computation (AirComp) is a promising technology that is cap...
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05/15/2020
Outage Minimization for Intelligent Reflecting Surface Aided MISO Communication Systems via Stochastic Beamforming
Intelligent reflecting surface (IRS) has the potential to significantly ...
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05/14/2020
Reconfigurable Intelligent Surface for Interference Alignment in MIMO Device-to-Device Networks
In multiple-input multiple-output (MIMO) device-to-device (D2D) networks...
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05/04/2020
Towards Reconfigurable Intelligent Surfaces Powered Green Wireless Networks
The adoption of reconfigurable intelligent surface (RIS) in wireless net...
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04/28/2020
Communication-Efficient Edge AI Inference Over Wireless Networks
Given the fast growth of intelligent devices, it is expected that a larg...
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04/13/2020
Federated Machine Learning for Intelligent IoT via Reconfigurable Intelligent Surface
Intelligent Internet-of-Things (IoT) will be transformative with the adv...
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02/24/2020
Sparse Optimization for Green Edge AI Inference
With the rapid upsurge of deep learning tasks at the network edge, effec...
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02/22/2020
Communication-Efficient Edge AI: Algorithms and Systems
Artificial intelligence (AI) has achieved remarkable breakthroughs in a ...
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02/14/2020
Coordinated Passive Beamforming for Distributed Intelligent Reflecting Surfaces Network
Intelligent reflecting surface (IRS) is a proposing technology in 6G to ...
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01/28/2020
Faster Activity and Data Detection in Massive Random Access: A Multi-armed Bandit Approach
This paper investigates the grant-free random access with massive IoT de...
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01/02/2020
Reconfigurable-Intelligent-Surface Empowered 6G Wireless Communications: Challenges and Opportunities
Although the commercialization of fifth-generation (5G) mobile networks ...
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12/02/2019
Reconfigurable Intelligent Surface for Green Edge Inference
Reconfigurable intelligent surface (RIS) as an emerging cost-effective t...
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12/01/2019
A Quasi-Newton Method Based Vertical Federated Learning Framework for Logistic Regression
Data privacy and security becomes a major concern in building machine le...
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11/12/2019
Intelligent Reflecting Surface for Massive Device Connectivity: Joint Activity Detection and Channel Estimation
Intelligent Reflecting Surface (IRS) has been a promising solution to en...
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10/16/2019
Reconfigurable Intelligent Surface Empowered Downlink Non-Orthogonal Multiple Access
Reconfigurable intelligent surface (RIS) has recently been recognized as...
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07/29/2019
Energy-Efficient Processing and Robust Wireless Cooperative Transmission for Edge Inference
Edge machine learning can deliver low-latency and private artificial int...
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07/19/2019
A Graph Neural Network Approach for Scalable Wireless Power Control
Deep neural networks have recently emerged as a disruptive technology to...
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07/04/2019
Learning One-hidden-layer neural networks via Provable Gradient Descent with Random Initialization
Although deep learning has shown its powerful performance in many applic...
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06/22/2019