no code implementations • 11 Sep 2023 • Johannes von Oswald, Eyvind Niklasson, Maximilian Schlegel, Seijin Kobayashi, Nicolas Zucchet, Nino Scherrer, Nolan Miller, Mark Sandler, Blaise Agüera y Arcas, Max Vladymyrov, Razvan Pascanu, João Sacramento
Transformers have become the dominant model in deep learning, but the reason for their superior performance is poorly understood.
no code implementations • 19 Aug 2022 • Zachary Charles, Kallista Bonawitz, Stanislav Chiknavaryan, Brendan Mcmahan, Blaise Agüera y Arcas
In order to make this practical, we outline a primitive, federated select, which enables client-specific selection in realistic FL systems.
no code implementations • 22 Dec 2020 • Zecheng He, Srinivas Sunkara, Xiaoxue Zang, Ying Xu, Lijuan Liu, Nevan Wichers, Gabriel Schubiner, Ruby Lee, Jindong Chen, Blaise Agüera y Arcas
Our methodology is designed to leverage visual, linguistic and domain-specific features in user interaction traces to pre-train generic feature representations of UIs and their components.
no code implementations • 29 Nov 2017 • Blaise Agüera y Arcas, Beat Gfeller, Ruiqi Guo, Kevin Kilgour, Sanjiv Kumar, James Lyon, Julian Odell, Marvin Ritter, Dominik Roblek, Matthew Sharifi, Mihajlo Velimirović
To reduce battery consumption, a small music detector runs continuously on the mobile device's DSP chip and wakes up the main application processor only when it is confident that music is present.
32 code implementations • 17 Feb 2016 • H. Brendan McMahan, Eider Moore, Daniel Ramage, Seth Hampson, Blaise Agüera y Arcas
Modern mobile devices have access to a wealth of data suitable for learning models, which in turn can greatly improve the user experience on the device.