Yue Ning

Federated Multi-task Hierarchical Attention Model for Sensor Analytics

2019 · arXiv (Cornell University)

Sensors are an integral part of modern Internet of Things (IoT) applications. There is a critical need for the analysis of heterogeneous multivariate temporal data obtained from the individual sensors of these systems. In this …

Asynchronous Online Federated Learning for Edge Devices.

2019 · arXiv (Cornell University)

Federated learning (FL) is a machine learning paradigm where a shared central model is learned across multiple distributed client devices while the training data remains on edge devices or local clients. Most prior work on …