activity
20142026
most citedScheduling and Aggregation Design for Asynchronous Federated Learning over Wireless Networks

116 citations · 196 across the 23 of their papers we have counts for

collaborators

24 papers

eess.SP2026

Context-Aware Markov VAE for CSI Compression in Wireless Systems

Efstathios Chatziloizos, Konstantinos Vandikas, Aneta Vulgarakis Feljan +2

This paper considers neural channel state information (CSI) compression for time-varying massive multiple-input multiple-output (MIMO) channels in frequency division duplex (FDD) s…

cs.LG2023

Dynamic Scheduling for Federated Edge Learning with Streaming Data

Chung-Hsuan Hu, Zheng Chen, Erik G. Larsson

In this work, we consider a Federated Edge Learning (FEEL) system where training data are randomly generated over time at a set of distributed edge devices with long-term energy co…

cs.NI2023

Decentralized Learning over Wireless Networks: The Effect of Broadcast with Random Access

Zheng Chen, Martin Dahl, Erik G. Larsson

In this work, we focus on the communication aspect of decentralized learning, which involves multiple agents training a shared machine learning model using decentralized stochastic…

cs.MA2023

Distributed Consensus in Wireless Networks with Probabilistic Broadcast Scheduling

Daniel Pérez Herrera, Zheng Chen, Erik G. Larsson

We consider distributed average consensus in a wireless network with partial communication to reduce the number of transmissions in every iteration/round. Considering the broadcast…

cs.LG2022★ 116 cited

Scheduling and Aggregation Design for Asynchronous Federated Learning over Wireless Networks

Chung-Hsuan Hu, Zheng Chen, Erik G. Larsson

Federated Learning (FL) is a collaborative machine learning (ML) framework that combines on-device training and server-based aggregation to train a common ML model among distribute…

cs.IT2022

Over-the-Air Computation for Distributed Systems: Something Old and Something New

Zheng Chen, Erik G. Larsson, Carlo Fischione +2

Facing the upcoming era of Internet-of-Things and connected intelligence, efficient information processing, computation, and communication design becomes a key challenge in large-s…

cs.IT2022

Robust Beamforming Design for IRS-Aided URLLC in D2D Networks

Jing Cheng, Chao Shen, Zheng Chen +1

Intelligent reflecting surface (IRS) and device-to-device (D2D) communication are two promising technologies for improving transmission reliability between transceivers in communic…

cs.IT2022

Treating Interference as Noise in Cell-Free Massive MIMO Networks

Shuaifei Chen, Jiayi Zhang, Zheng Chen +1

How to manage the interference introduced by the enormous wireless devices is a crucial issue to address in the prospective sixth-generation (6G) communications. The treating inter…

eess.SP2022★ 4 cited

On-Demand AoI Minimization in Resource-Constrained Cache-Enabled IoT Networks with Energy Harvesting Sensors

Mohammad Hatami, Markus Leinonen, Zheng Chen +2

We consider a resource-constrained IoT network, where multiple users make on-demand requests to a cache-enabled edge node to send status updates about various random processes, eac…

cs.IT2021

RIS-aided D2D Communication Design for URLLC Packet Delivery

Jing Cheng, Chao Shen, Zheng Chen +1

In this paper, we consider a smart factory scenario where a set of actuators receive critical control signals from an access point (AP) with reliability and low latency requirement…

cs.LG2021★ 3 cited

Device Scheduling and Update Aggregation Policies for Asynchronous Federated Learning

Chung-Hsuan Hu, Zheng Chen, Erik G. Larsson

Federated Learning (FL) is a newly emerged decentralized machine learning (ML) framework that combines on-device local training with server-based model synchronization to train a c…

cs.DC2021★ 6 cited

Consensus-Based Distributed Computation of Link-Based Network Metrics

Zheng Chen, Erik G. Larsson

Average consensus algorithms have wide applications in distributed computing systems where all the nodes agree on the average value of their initial states by only exchanging infor…

cs.IT2020

Throughput and Age of Information in a Cellular-based IoT Network

Praful D. Mankar, Zheng Chen, Mohamed A. Abd-Elmagid +2

This paper studies the interplay between device-to-device (D2D) communications and real-time monitoring systems in a cellular-based Internet of Things (IoT) network. In particular,…

cs.IT2019★ 3 cited

Dynamic Resource Allocation in Co-Located and Cell-Free Massive MIMO

Zheng Chen, Emil Björnson, Erik G. Larsson

In this paper, we study joint power control and scheduling in uplink massive multiple-input multiple-output (MIMO) systems with randomly arriving data traffic. We consider both co-…

cs.NI2019★ 2 cited

Dynamic Scheduling and Power Control in Uplink Massive MIMO with Random Data Arrivals

Zheng Chen, Emil Björnson, Erik G. Larsson

In this paper, we study the joint power control and scheduling in uplink massive multiple-input multiple-output (MIMO) systems with random data arrivals. The data is generated at e…

cs.IT2019★ 4 cited

Age of Information in a Multiple Access Channel with Heterogeneous Traffic and an Energy Harvesting Node

Zheng Chen, Nikolaos Pappas, Emil Björnson +1

Age of Information (AoI) is a newly appeared concept and metric to characterize the freshness of data. In this work, we study the delay and AoI in a multiple access channel (MAC) w…

cs.IT2018★ 2 cited

When Is the Achievable Rate Region Convex in Two-User Massive MIMO Systems?

Zheng Chen, Emil Björnson, Erik G. Larsson

This letter investigates the achievable rate region in Massive multiple-input-multiple-output (MIMO) systems with two users, with focus on the i.i.d.~Rayleigh fading and line-of-si…

cs.NI2018

Modeling and Analysis of MPTCP Proxy-based LTE-WLAN Path Aggregation

Bolin Chen, Zheng Chen, Nikolaos Pappas +2

Long Term Evolution (LTE)-Wireless Local Area Network (WLAN) Path Aggregation (LWPA) based on Multi-path Transmission Control Protocol (MPTCP) has been under standardization proced…

cs.IT2017★ 26 cited

Channel Hardening and Favorable Propagation in Cell-Free Massive MIMO with Stochastic Geometry

Zheng Chen, Emil Björnson

Cell-Free (CF) Massive MIMO is an alternative topology for future wireless networks, where a large number of single-antenna access points (APs) are distributed over the coverage ar…

cs.IT2017

Throughput and Delay Analysis of Wireless Caching Helper Systems with Random Availability

Nikolaos Pappas, Zheng Chen, Ioannis Dimitriou

In this paper, we investigate the effect of bursty traffic and random availability of caching helpers in a wireless caching system. More explicitly, we consider a general system co…

cs.NI2016★ 1 cited

Probabilistic Caching in Wireless D2D Networks: Cache Hit Optimal vs. Throughput Optimal

Zheng Chen, Nikolaos Pappas, Marios Kountouris

Departing from the conventional cache hit optimization in cache-enabled wireless networks, we consider an alternative optimization approach for the probabilistic caching placement…

cs.IT2016★ 3 cited

Decentralized Opportunistic Access for D2D Underlaid Cellular Networks

Zheng Chen, Marios Kountouris

We propose a decentralized access control scheme for interference management in D2D (device-to-device) underlaid cellular networks. Our method combines SIR-aware link activation wi…

cs.NI2016★ 23 cited

Cooperative Caching and Transmission Design in Cluster-Centric Small Cell Networks

Zheng Chen, Jemin Lee, Tony Q. S. Quek +1

Wireless content caching in small cell networks (SCNs) has recently been considered as an efficient way to reduce the traffic and the energy consumption of the backhaul in emerging…

cs.NI2014★ 3 cited

Distributed SIR-Aware Opportunistic Access Control for D2D Underlaid Cellular Networks

Zheng Chen, Marios Kountouris

In this paper, we propose a distributed interference and channel-aware opportunistic access control technique for D2D underlaid cellular networks, in which each potential D2D link…