Abstract: In this article, we propose a method, generative image reconstruction from gradients (GIRG), for recovering training images from gradients in a federated learning (FL) setting, where privacy ...

Forests support crucial ecosystem services globally, and contribute to the livelihoods of millions of people, but are threatened by agricultural expansion and intensification. Yet the relationship ...

Abstract: Federated learning has shown its unique advantages in many different tasks, including brain image analysis. It provides a new way to train deep learning models while protecting the privacy ...

New York City and others like it are filled with old buildings that are for the most part fine, except they’re not all that comfortable to live in. Built in an era when massive boilers were ...