Making Intelligent Reflecting Surfaces More Intelligent: A Roadmap Through Reservoir Computing

no code implementations • 6 Feb 2021 • Zhou Zhou, Kangjun Bai, Nima Mohammadi, Yang Yi, Lingjia Liu

This article introduces a neural network-based signal processing framework for intelligent reflecting surface (IRS) aided wireless communications systems.

Differential Privacy Meets Federated Learning under Communication Constraints

no code implementations • 28 Jan 2021 • Nima Mohammadi, Jianan Bai, Qiang Fan, Yifei Song, Yang Yi, Lingjia Liu

The performance of federated learning systems is bottlenecked by communication costs and training variance.

Federated Learning Model Compression