Search Results for author: Johannes Balle

Found 2 papers, 1 papers with code

Optimal Compression of Locally Differentially Private Mechanisms

no code implementations29 Oct 2021 Abhin Shah, Wei-Ning Chen, Johannes Balle, Peter Kairouz, Lucas Theis

Compressing the output of \epsilon-locally differentially private (LDP) randomizers naively leads to suboptimal utility.

Accelerating Training of Deep Neural Networks with a Standardization Loss

1 code implementation3 Mar 2019 Jasmine Collins, Johannes Balle, Jonathon Shlens

We find that a standardization loss accelerates training on both small- and large-scale image classification experiments, works with a variety of architectures, and is largely robust to training across different batch sizes.

Image Classification

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