FasDL: An Efficient Serverless-Based Training Architecture With Communication Optimization and Resource Configuration
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Computers"
DOI: 10.1109/tc.2024.3485202
Abstract: Deploying distributed training workloads of deep learning models atop serverless architecture alleviates the burden of managing servers from deep learning practitioners. However, when supporting deep model training, the current serverless architecture faces the challenges of… read more here.
Keywords: communication; resource configuration; architecture; serverless ... See more keywords
Deep Reinforcement Learning-Based Grant-Free NOMA Optimization for mURLLC
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Communications"
DOI: 10.1109/tcomm.2023.3238061
Abstract: Grant-free non-orthogonal multiple access (GF-NOMA) is a potential technique to support massive Ultra-Reliable and Low-Latency Communication (mURLLC) service. However, the dynamic resource configuration in GF-NOMA systems is challenging due to random traffics and collisions, that… read more here.
Keywords: grant free; configuration; resource configuration; murllc service ... See more keywords
Computation Resource Configuration With Adaptive QoS Requirements for Vehicular Edge Computing: A Fluid-Model Based Approach
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2022.3177404
Abstract: In this paper, the computation resource configuration for vehicular edge computing is investigated in this study. Dissimilar to a large portion of the current literature, we center around the problem of determining the optimal edge… read more here.
Keywords: resource configuration; qos requirements; computation resource; edge computing ... See more keywords
Resource Configuration for Full-Duplex-Aided Multiple-Access Edge Computation Offloading
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Wireless Communications"
DOI: 10.1109/twc.2021.3116022
Abstract: Multiple-access edge computation offloading (MECO) systems have been highlighted as a solution for extending the battery life and computation capability of mobile devices. However, in scenarios where information data and computation offloading (CO) data coexist,… read more here.
Keywords: computation; resource configuration; computation offloading; meco systems ... See more keywords