20 citations · 34 across the 3 of their papers we have counts for
3 papers
cs.IT2023★ 11 cited
Convergence Analysis and Latency Minimization for Semi-Federated Learning in Massive IoT Networks
Jianyang Ren, Wanli Ni, Hui Tian +1
As the number of sensors becomes massive in Internet of Things (IoT) networks, the amount of data is humongous. To process data in real-time while protecting user privacy, federate…
cs.LG2022★ 20 cited
Towards Communication-Learning Trade-off for Federated Learning at the Network Edge
Jianyang Ren, Wanli Ni, Hui Tian
In this letter, we study a wireless federated learning (FL) system where network pruning is applied to local users with limited resources. Although pruning is beneficial to reduce…
eess.SP2021★ 3 cited
Research on Resource Allocation for Efficient Federated Learning
Jianyang Ren, Wanli Ni, Gaofeng Nie +1
As a promising solution to achieve efficient learning among isolated data owners and solve data privacy issues, federated learning is receiving wide attention. Using the edge serve…