research
∙
08/29/2022
DR-DSGD: A Distributionally Robust Decentralized Learning Algorithm over Graphs
In this paper, we propose to solve a regularized distributionally robust...
share
research
∙
06/17/2022
FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning
Newton-type methods are popular in federated learning due to their fast ...
research
∙
06/02/2021
Communication-Efficient Split Learning Based on Analog Communication and Over the Air Aggregation
Split-learning (SL) has recently gained popularity due to its inherent p...
research
∙
06/02/2021
Energy-Efficient Model Compression and Splitting for Collaborative Inference Over Time-Varying Channels
Today's intelligent applications can achieve high performance accuracy u...
research
∙
05/31/2021
Energy-Efficient and Federated Meta-Learning via Projected Stochastic Gradient Ascent
In this paper, we propose an energy-efficient federated meta-learning fr...
research
∙
11/12/2020
Cross Layer Optimization and Distributed Reinforcement Learning Approach for Tile-Based 360 Degree Wireless Video Streaming
Wirelessly streaming high quality 360 degree videos is still a challengi...
research
∙
11/09/2020
BayGo: Joint Bayesian Learning and Information-Aware Graph Optimization
This article deals with the problem of distributed machine learning, in ...
research
∙
09/14/2020
Communication Efficient Distributed Learning with Censored, Quantized, and Generalized Group ADMM
In this paper, we propose a communication-efficiently decentralized mach...
research
∙
08/06/2020
Communication-Efficient and Distributed Learning Over Wireless Networks: Principles and Applications
Machine learning (ML) is a promising enabler for the fifth generation (5...
research
∙
07/03/2020
Harnessing Wireless Channels for Scalable and Privacy-Preserving Federated Learning
Wireless connectivity is instrumental in enabling scalable federated lea...
research
∙
01/27/2020
Extreme URLLC: Vision, Challenges, and Key Enablers
Notwithstanding the significant traction gained by ultra-reliable and lo...
research
∙
01/22/2020
Reinforcement Learning Based Vehicle-cell Association Algorithm for Highly Mobile Millimeter Wave Communication
Vehicle-to-everything (V2X) communication is a growing area of communica...
research
∙
11/09/2019
L-FGADMM: Layer-Wise Federated Group ADMM for Communication Efficient Decentralized Deep Learning
This article proposes a communication-efficient decentralized deep learn...
research
∙
10/23/2019
Q-GADMM: Quantized Group ADMM for Communication Efficient Decentralized Machine Learning
In this paper, we propose a communication-efficient decentralized machin...
research
∙
08/30/2019
GADMM: Fast and Communication Efficient Framework for Distributed Machine Learning
When the data is distributed across multiple servers, efficient data exc...
research
∙
08/16/2019
Distilling On-Device Intelligence at the Network Edge
Devices at the edge of wireless networks are the last mile data sources ...
research
∙
03/02/2019
A Proximal Jacobian ADMM Approach for Fast Massive MIMO Signal Detection in Low-Latency Communications
One of the 5G promises is to provide Ultra Reliable Low Latency Communic...
research
∙
11/16/2018
Reinforcement Learning Based Scheduling Algorithm for Optimizing Age of Information in Ultra Reliable Low Latency Networks
Age of Information (AoI) measures the freshness of the information at a ...
research
∙
09/28/2018
GroupCast: Preference-Aware Cooperative Video Streaming with Scalable Video Coding
In this paper, we propose a preference-aware cooperative video streaming...
research
∙
09/06/2018
A Low Complexity Detection Algorithm Based on Alternating Minimization
In this paper, we propose an algorithm based on the Alternating Minimiza...
research
∙
08/16/2018
QoE-Aware Resource Allocation for Small Cells
In this paper, we study the problem of Quality of Experience (QoE) aware...
research
∙
06/07/2018
FastScan: Robust Low-Complexity Rate Adaptation Algorithm for Video Streaming over HTTP
In this paper, we explore streaming video over HTTP. The problem is form...
research
∙
04/30/2018
LBP: Robust Rate Adaptation Algorithm for SVC Video Streaming
Video streaming today accounts for up to 55% of mobile traffic. In this ...
research
∙
04/30/2018
DBABP: Robust Rate Adaptation Algorithm for SVC Video Streaming
Video streaming today accounts for up to 55% of mobile traffic. In this ...
research
∙
01/15/2018
Two-Stage LASSO ADMM Signal Detection Algorithm For Large Scale MIMO
This paper explores the benefit of using some of the machine learning te...
research
∙
01/06/2018
