FLAIR: Federated Learning Annotated Image Repository PDF

16 févr. 2021 task has been added: federated learning (FL) of deep neural networks. ... *Corresponding author: <mpaulik@apple.com>.

Differential Privacy Overview

It is a technique that enables Apple to learn about the user community without learning about individuals in the community. Differential privacy transforms the

Adapt to Adaptation: Learning Personalization for Cross-Silo

Personalized Cross-Silo Federated Learning (APPLE) a novel personalized FL framework for cross-silo settings that adaptively learns to personalize each

Privacy and Federated Learning:

It allows Apple to train different copies of a speaker recognition model across all its users' devices using only the audio data available locally. It then

Multi-Model Federated Learning

7 janv. 2022 Apple is using cross- device FL in its mobile keyboard and voice assistant in iOS. 13 [7]. Several works have proposed client selection ...

Security Threat Model Review of Apples Child Safety Features

For child accounts set up in Family Sharing when the parent or guardian account opts in to the feature

ADAPT TO ADAPTATION: LEARNING TO PERSONALIZE FOR

Adaptive Personalized Cross-Silo Federated Learning (APPLE) a novel personalized FL frame- work for cross-silo settings that adaptively learns to