activity
20182022
most citedEdge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing

100 citations · 150 across the 10 of their papers we have counts for

collaborators

17 papers

cs.DC20223 cited

iGniter: Interference-Aware GPU Resource Provisioning for Predictable DNN Inference in the Cloud

Fei Xu, Jianian Xu, Jiabin Chen +4

GPUs are essential to accelerating the latency-sensitive deep neural network (DNN) inference workloads in cloud datacenters. To fully utilize GPU resources, spatial sharing of GPUs…

cs.DC20222 cited

GNN at the Edge: Cost-Efficient Graph Neural Network Processing over Distributed Edge Servers

Liekang Zeng, Chongyu Yang, Peng Huang +3

Edge intelligence has arisen as a promising computing paradigm for supporting miscellaneous smart applications that rely on machine learning techniques. While the community has ext…

cs.RO20222 cited

Edge Robotics: Edge-Computing-Accelerated Multi-Robot Simultaneous Localization and Mapping

Peng Huang, Liekang Zeng, Xu Chen +3

With the wide penetration of smart robots in multifarious fields, Simultaneous Localization and Mapping (SLAM) technique in robotics has attracted growing attention in the communit…

cs.NI20213 cited

Deep Reinforcement Learning with Spatio-temporal Traffic Forecasting for Data-Driven Base Station Sleep Control

Qiong Wu, Xu Chen, Zhi Zhou +2

To meet the ever increasing mobile traffic demand in 5G era, base stations (BSs) have been densely deployed in radio access networks (RANs) to increase the network coverage and cap…

cs.NI20203 cited

FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring

Qiong Wu, Xu Chen, Zhi Zhou +1

In-home health monitoring has attracted great attention for the ageing population worldwide. With the abundant user health data accessed by Internet of Things (IoT) devices and rec…

cs.NI2020

CoEdge: Cooperative DNN Inference with Adaptive Workload Partitioning over Heterogeneous Edge Devices

Liekang Zeng, Xu Chen, Zhi Zhou +2

Recent advances in artificial intelligence have driven increasing intelligent applications at the network edge, such as smart home, smart factory, and smart city. To deploy computa…