3 papers
cs.CR2020
Toward Smart Security Enhancement of Federated Learning Networks
Junjie Tan, Ying-Chang Liang, Nguyen Cong Luong +1
As traditional centralized learning networks (CLNs) are facing increasing challenges in terms of privacy preservation, communication overheads, and scalability, federated learning…
cs.IT2018
Deep Reinforcement Learning based Modulation and Coding Scheme Selection in Cognitive Heterogeneous Networks
Lin Zhang, Junjie Tan, Ying-Chang Liang +2
We consider a cognitive heterogeneous network (HetNet), in which multiple pairs of secondary users adopt sensing-based approaches to coexist with a pair of primary users on a certa…
cs.NI2018
A Learning-Based Coexistence Mechanism for LAA-LTE Based HetNets
Junjie Tan, Sa Xiao, Shiying Han +1
License-assisted access LTE (LAA-LTE) has been proposed to deal with the intense contradiction between tremendous mobile traffic demands and crowded licensed spectrums. In this pap…