Towards Communication-Learning Trade-off for Federated Learning at the Network Edge

no code implementations • 27 May 2022 • 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.

Federated Learning Network Pruning

Research on Resource Allocation for Efficient Federated Learning

no code implementations • 19 Apr 2021 • Jianyang Ren, Wanli Ni, Gaofeng Nie, Hui Tian

In this framework, we minimize the weighted sum of system cost and learning cost by optimizing bandwidth, computing frequency, power allocation and subcarrier assignment.

Edge-computing Federated Learning