IEEE

Private Sample Alignment for Vertical Federated Learning: An Efficient and Reliable Realization

Abstract: Sample alignment is recognized as a vital component of vertical federated learning, which facilitates the integration of differential samples and high-quality model training. In this trend, ...
GitHub

Learn PyTorch for Deep Learning

Welcome to the Zero to Mastery Learn PyTorch for Deep Learning course, the second best place to learn PyTorch on the internet (the first being the PyTorch documentation). 00 - PyTorch Fundamentals ...
IEEE

Federated Learning Based on Model Discrepancy and Variance Reduction

Abstract: In federated learning (FL), the heterogeneity of data and asynchronous participation of clients have been observed to induce the local client’s model discrepancy with high variance, leading ...