Geoffrey Ye Li

Deep Learning based End-to-End Wireless Communication Systems with Conditional GAN as Unknown Channel

2019 · arXiv (Cornell University)

In this article, we develop an end-to-end wireless communication system using deep neural networks (DNNs), in which DNNs are employed to perform several key functions, including encoding, decoding, modulation, and demodulation. However, an accurate estimation …

Over-The-Air Federated Learning under Byzantine Attacks

2022 · arXiv (Cornell University)

Federated learning (FL) is a promising solution to enable many AI applications, where sensitive datasets from distributed clients are needed for collaboratively training a global model. FL allows the clients to participate in the training …