Search Results for author: Carl Kingsford

Found 3 papers, 1 papers with code

Personalized Neural Architecture Search for Federated Learning

no code implementations29 Sep 2021 Minh Hoang, Carl Kingsford

Federated Learning (FL) is a recently proposed learning paradigm for decentralized devices to collaboratively train a predictive model without exchanging private data.

Federated Learning Neural Architecture Search

How much data is sufficient to learn high-performing algorithms? Generalization guarantees for data-driven algorithm design

no code implementations8 Aug 2019 Maria-Florina Balcan, Dan DeBlasio, Travis Dick, Carl Kingsford, Tuomas Sandholm, Ellen Vitercik

We provide a broadly applicable theory for deriving generalization guarantees that bound the difference between the algorithm's average performance over the training set and its expected performance.

Clustering Generalization Bounds

Cannot find the paper you are looking for? You can Submit a new open access paper.