Search Results for author: Joseph Antognini

Found 2 papers, 0 papers with code

Dynamic Switch Layers For Unsupervised Learning

no code implementations5 Apr 2024 Haiguang Li, Usama Pervaiz, Michał Matuszak, Robert Kamara, Gilles Roux, Trausti Thormundsson, Joseph Antognini

The DSL builds upon the GC architecture, leveraging a dynamic pathway selection, and adapting model complexity in response to the innate structure of the data.

Measuring the Effects of Data Parallelism on Neural Network Training

no code implementations8 Nov 2018 Christopher J. Shallue, Jaehoon Lee, Joseph Antognini, Jascha Sohl-Dickstein, Roy Frostig, George E. Dahl

Along the way, we show that disagreements in the literature on how batch size affects model quality can largely be explained by differences in metaparameter tuning and compute budgets at different batch sizes.

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