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08/18/2023
Normalization Is All You Need: Understanding Layer-Normalized Federated Learning under Extreme Label Shift
Layer normalization (LN) is a widely adopted deep learning technique esp...
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08/11/2023
Private Distribution Learning with Public Data: The View from Sample Compression
We study the problem of private distribution learning with access to pub...
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02/06/2023
Private GANs, Revisited
We show that the canonical approach for training differentially private ...
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08/16/2022
Private Estimation with Public Data
We initiate the study of differentially private (DP) estimation with acc...
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11/01/2021
Don't Generate Me: Training Differentially Private Generative Models with Sinkhorn Divergence
Although machine learning models trained on massive data have led to bre...
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11/09/2019