2 papers
cs.DC2024
Federated Analytics-Empowered Frequent Pattern Mining for Decentralized Web 3.0 Applications
Zibo Wang, Yifei Zhu, Dan Wang +1
The emerging Web 3.0 paradigm aims to decentralize existing web services, enabling desirable properties such as transparency, incentives, and privacy preservation. However, current…
cs.DC2024
DPBalance: Efficient and Fair Privacy Budget Scheduling for Federated Learning as a Service
Yu Liu, Zibo Wang, Yifei Zhu +1
Federated learning (FL) has emerged as a prevalent distributed machine learning scheme that enables collaborative model training without aggregating raw data. Cloud service provide…