Search Results for author: Mariel Werner

Found 2 papers, 2 papers with code

Provably Personalized and Robust Federated Learning

1 code implementation14 Jun 2023 Mariel Werner, Lie He, Michael Jordan, Martin Jaggi, Sai Praneeth Karimireddy

Identifying clients with similar objectives and learning a model-per-cluster is an intuitive and interpretable approach to personalization in federated learning.

Clustering Personalized Federated Learning +1

Optimal Data Selection: An Online Distributed View

1 code implementation25 Jan 2022 Mariel Werner, Anastasios Angelopoulos, Stephen Bates, Michael I. Jordan

The blessing of ubiquitous data also comes with a curse: the communication, storage, and labeling of massive, mostly redundant datasets.

Active Learning

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