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11/20/2022
Learning to Generate Image Embeddings with User-level Differential Privacy
Small on-device models have been successfully trained with user-level di...
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05/26/2022
Mixed Federated Learning: Joint Decentralized and Centralized Learning
Federated learning (FL) enables learning from decentralized privacy-sens...
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04/11/2022
Production federated keyword spotting via distillation, filtering, and joint federated-centralized training
We trained a keyword spotting model using federated learning on real use...
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11/23/2021
Jointly Learning from Decentralized (Federated) and Centralized Data to Mitigate Distribution Shift
With privacy as a motivation, Federated Learning (FL) is an increasingly...
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11/15/2019
Generative Models for Effective ML on Private, Decentralized Datasets
To improve real-world applications of machine learning, experienced mode...
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11/08/2018