Yutao Jiao

Federated Learning in Mobile Edge Networks: A Comprehensive Survey

2019 · arXiv (Cornell University)

In recent years, mobile devices are equipped with increasingly advanced sensing and computing capabilities. Coupled with advancements in Deep Learning (DL), this opens up countless possibilities for meaningful applications. Traditional cloudbased Machine Learning (ML) approaches …

Toward an Automated Auction Framework for Wireless Federated Learning Services Market

2020 · IEEE Transactions on Mobile Computing

In traditional machine learning, the central server first collects the data owners' private data together and then trains the model. However, people's concerns about data privacy protection are dramatically increasing. The emerging paradigm of federated …