activity
20222026
most citedDeep Reinforcement Learning for Privacy-Preserving Task Offloading in Integrated Satellite-Terrestrial Networks

53 citations · 97 across the 8 of their papers we have counts for

collaborators

8 papers

cs.DC2026

Collaborative Orbital Edge Intelligence: A Decentralized Paradigm for Energy-Efficient Computing in Space

Yuvraj Sahni, Jiannong Cao, Fu Xiao

In recent years, Low Earth Orbit (LEO) satellites have been increasingly deployed to enable connectivity in remote and disaster-prone areas. Researchers have proposed Orbital Edge…

cs.NI2024

Multi-Source Coflow Scheduling in Collaborative Edge Computing with Multihop Network

Yuvraj Sahni, Jiannong Cao, Lei Yang +1

Collaborative edge computing has become a popular paradigm where edge devices collaborate by sharing resources. Data dissemination is a fundamental problem in CEC to decide what da…

eess.SP2024★ 34 cited

Security-Sensitive Task Offloading in Integrated Satellite-Terrestrial Networks

Wenjun Lan, Kongyang Chen, Jiannong Cao +4

With the rapid development of sixth-generation (6G) communication technology, global communication networks are moving towards the goal of comprehensive and seamless coverage. In p…

cs.DC2024

Resource-efficient Parallel Split Learning in Heterogeneous Edge Computing

Mingjin Zhang, Jiannong Cao, Yuvraj Sahni +2

Edge AI has been recently proposed to facilitate the training and deployment of Deep Neural Network (DNN) models in proximity to the sources of data. To enable the training of larg…

cs.NI2024★ 9 cited

Digital Twin-assisted Reinforcement Learning for Resource-aware Microservice Offloading in Edge Computing

Xiangchun Chen, Jiannong Cao, Zhixuan Liang +2

Collaborative edge computing (CEC) has emerged as a promising paradigm, enabling edge nodes to collaborate and execute microservices from end devices. Microservice offloading, a fu…

cs.CR2023★ 53 cited

Deep Reinforcement Learning for Privacy-Preserving Task Offloading in Integrated Satellite-Terrestrial Networks

Wenjun Lan, Kongyang Chen, Yikai Li +2

Satellite communication networks have attracted widespread attention for seamless network coverage and collaborative computing. In satellite-terrestrial networks, ground users can…