b'Yuanming Shi'

research

∙ 08/25/2023

Federated Linear Bandit Learning via Over-the-Air Computation

In this paper, we investigate federated contextual linear bandit learnin...

0 Jiali Wang, et al. ∙

research

∙ 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...

0 Zeming Zhuang, et al. ∙

research

∙ 06/01/2023

Integrated Sensing-Communication-Computation for Edge Artificial Intelligence

Edge artificial intelligence (AI) has been a promising solution towards ...

0 Dingzhu Wen, et al. ∙

research

∙ 05/04/2023

Vertical Federated Learning over Cloud-RAN: Convergence Analysis and System Optimization

Vertical federated learning (FL) is a collaborative machine learning fra...

0 Yuanming Shi, et al. ∙

research

∙ 03/20/2023

Task-Oriented Communications for 6G: Vision, Principles, and Technologies

Driven by the interplay among artificial intelligence, digital twin, and...

0 Yuanming Shi, et al. ∙

research

∙ 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...

0 Xiangyu Zeng, et al. ∙

research

∙ 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...

0 Dingzhu Wen, et al. ∙

research

∙ 10/20/2022

UAV-Assisted Multi-Cluster Over-the-Air Computation

In this paper, we study unmanned aerial vehicles (UAVs) assisted wireles...

0 Min Fu, et al. ∙

research

∙ 10/19/2022

Over-the-Air Computation: Foundations, Technologies, and Applications

The rapid advancement of artificial intelligence technologies has given ...

0 Zhibin Wang, et al. ∙

research

∙ 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...

0 Zixuan Zhang, et al. ∙

research

∙ 09/21/2022

Robust Information Bottleneck for Task-Oriented Communication with Digital Modulation

Task-oriented communications, mostly using learning-based joint source-c...

0 Songjie Xie, et al. ∙

research

∙ 08/13/2022

Trustworthy Federated Learning via Blockchain

The safety-critical scenarios of artificial intelligence (AI), such as a...

0 Zhanpeng Yang, et al. ∙

research

∙ 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...

0 Dingzhu Wen, et al. ∙

research

∙ 06/16/2022

Reconfigurable Intelligent Surfaces Empowered Green Wireless Networks with User Admission Control

Reconfigurable intelligent surface (RIS) has emerged as a cost-effective...

0 Jinglian He, et al. ∙

research

∙ 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 ...

0 Zhibin Wang, et al. ∙

research

∙ 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...

2 Xiao Du, et al. ∙

research

∙ 03/31/2022

Differentially Private Federated Learning via Reconfigurable Intelligent Surface

Federated learning (FL), as a disruptive machine learning paradigm, enab...

0 Yuhan Yang, et al. ∙

research

∙ 03/29/2022

Over-the-Air Federated Learning via Second-Order Optimization

Federated learning (FL) is a promising learning paradigm that can tackle...

0 Peng Yang, et al. ∙

research

∙ 01/24/2022

Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning

Federated learning (FL), as an emerging edge artificial intelligence par...

0 Wenzhi Fang, et al. ∙

research

∙ 11/24/2021

Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications

The thriving of artificial intelligence (AI) applications is driving the...

12 Khaled B. Letaief, et al. ∙

research

∙ 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...

16 Yandong Shi, et al. ∙

research

∙ 06/15/2021

Over-the-Air Decentralized Federated Learning

In this paper, we consider decentralized federated learning (FL) over wi...

0 Yandong Shi, et al. ∙

research

∙ 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...

0 Shaoming Huang, et al. ∙

research

∙ 05/11/2021

Over-the-Air Computation via Reconfigurable Intelligent Surface

Over-the-air computation (AirComp) is a disruptive technique for fast wi...

0 Wenzhi Fang, et al. ∙

research

∙ 05/11/2021

Optimal Receive Beamforming for Over-the-Air Computation

In this paper, we consider fast wireless data aggregation via over-the-a...

0 Wenzhi Fang, et al. ∙

research

∙ 01/25/2021

UAV-Assisted Over-the-Air Computation

Over-the-air computation (AirComp) provides a promising way to support u...

0 Min Fu, et al. ∙

research

∙ 01/13/2021

Reconfigurable Intelligent Surface for Massive Connectivity

With the rapid development of Internet of Things (IoT), massive machine-...

0 Shuhao Xia, et al. ∙

research

∙ 11/10/2020

Federated Learning via Intelligent Reflecting Surface

Over-the-air computation (AirComp) based federated learning (FL) is capa...

0 Zhibin Wang, et al. ∙

research

∙ 10/30/2020

Fast Convergence Algorithm for Analog Federated Learning

In this paper, we consider federated learning (FL) over a noisy fading m...

0 Shuhao Xia, et al. ∙

research

∙ 09/16/2020

Reconfigurable Intelligent Surface Assisted Massive MIMO with Antenna Selection

Antenna selection is capable of reducing the hardware complexity of mass...

0 Jinglian He, et al. ∙

research

∙ 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...

0 Yifei Shen, et al. ∙

research

∙ 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...

0 Wenzhi Fang, et al. ∙

research

∙ 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 ...

0 Wenzhi Fang, et al. ∙

research

∙ 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...

0 Min Fu, et al. ∙

research

∙ 05/04/2020

Towards Reconfigurable Intelligent Surfaces Powered Green Wireless Networks

The adoption of reconfigurable intelligent surface (RIS) in wireless net...

0 Siyuan Sun, et al. ∙

research

∙ 04/28/2020

Communication-Efficient Edge AI Inference Over Wireless Networks

Given the fast growth of intelligent devices, it is expected that a larg...

0 Kai Yang, et al. ∙

research

∙ 04/13/2020

Federated Machine Learning for Intelligent IoT via Reconfigurable Intelligent Surface

Intelligent Internet-of-Things (IoT) will be transformative with the adv...

0 Kai Yang, et al. ∙

research

∙ 02/24/2020

Sparse Optimization for Green Edge AI Inference

With the rapid upsurge of deep learning tasks at the network edge, effec...

0 Xiangyu Yang, et al. ∙

research

∙ 02/22/2020

Communication-Efficient Edge AI: Algorithms and Systems

Artificial intelligence (AI) has achieved remarkable breakthroughs in a ...

0 Yuanming Shi, et al. ∙

research

∙ 02/14/2020

Coordinated Passive Beamforming for Distributed Intelligent Reflecting Surfaces Network

Intelligent reflecting surface (IRS) is a proposing technology in 6G to ...

0 Jinglian He, et al. ∙

research

∙ 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...

6 Jialin Dong, et al. ∙

research

∙ 01/02/2020

Reconfigurable-Intelligent-Surface Empowered 6G Wireless Communications: Challenges and Opportunities

Although the commercialization of fifth-generation (5G) mobile networks ...

0 Xiaojun Yuan, et al. ∙

research

∙ 12/02/2019

Reconfigurable Intelligent Surface for Green Edge Inference

Reconfigurable intelligent surface (RIS) as an emerging cost-effective t...

0 Sheng Hua, et al. ∙

research

∙ 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...

13 Kai Yang, et al. ∙

research

∙ 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...

0 Shuhao Xia, et al. ∙

research

∙ 10/16/2019

Reconfigurable Intelligent Surface Empowered Downlink Non-Orthogonal Multiple Access

Reconfigurable intelligent surface (RIS) has recently been recognized as...

0 Min Fu, et al. ∙

research

∙ 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...

0 Kai Yang, et al. ∙

research

∙ 07/19/2019

A Graph Neural Network Approach for Scalable Wireless Power Control

Deep neural networks have recently emerged as a disruptive technology to...

0 Yifei Shen, et al. ∙

research

∙ 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...

0 Shuhao Xia, et al. ∙

research

∙ 06/22/2019

Intelligent Reflecting Surface for Downlink Non-Orthogonal Multiple Access Networks

Intelligent reflecting surface (IRS) has recently been recognized a prom...

0 Min Fu, et al. ∙

Yuanming Shi

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