activity
20142023
most citedSTAR-RIS Integrated Non-Orthogonal Multiple Access and Over-the-Air Federated Learning: Framework, Analysis, and Optimization

99 citations · 703 across the 26 of their papers we have counts for

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Showing cs.LGShow all

2 papers · 1 filter

cs.LG2023★ 56 cited

Semi-Federated Learning for Collaborative Intelligence in Massive IoT Networks

Wanli Ni, Jingheng Zheng, Hui Tian

Implementing existing federated learning in massive Internet of Things (IoT) networks faces critical challenges such as imbalanced and statistically heterogeneous data and device d…

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…