Search Results for author: Gilles Roux

Found 2 papers, 0 papers with code

Enhancing User Experience in On-Device Machine Learning with Gated Compression Layers

no code implementations2 May 2024 Haiguang Li, Usama Pervaiz, Joseph Antognini, Michał Matuszak, Lawrence Au, Gilles Roux, Trausti Thormundsso

To address this, developers often face a trade-off between model accuracy and power consumption, employing either computationally intensive models on high-power cores or pared-down models on low-power cores.

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.

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