31 citations · 105 across the 15 of their papers we have counts for
Showing 2020Show all
3 papers · 1 filter
cs.LG2020★ 31 cited
Hierarchical Federated Learning through LAN-WAN Orchestration
Jinliang Yuan, Mengwei Xu, Xiao Ma +3
Federated learning (FL) was designed to enable mobile phones to collaboratively learn a global model without uploading their private data to a cloud server. However, exiting FL pro…
cs.NI2020★ 5 cited
AoI-Delay Tradeoff in Mobile Edge Caching with Freshness-Aware Content Refreshing
Shan Zhang, Liudi Wang, Hongbin Luo +2
Mobile edge caching can effectively reduce service delay but may introduce information staleness, calling for timely content refreshing. However, content refreshing consumes additi…
cs.NI2020★ 7 cited
Cooperative Service Caching and Workload Scheduling in Mobile Edge Computing
Xiao Ma, Ao Zhou, Shan Zhang +1
Mobile edge computing is beneficial to reduce service response time and core network traffic by pushing cloud functionalities to network edge. Equipped with storage and computation…