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08/03/2023
Efficient Model Adaptation for Continual Learning at the Edge
Most machine learning (ML) systems assume stationary and matching data d...
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08/17/2022
Learning with Local Gradients at the Edge
To enable learning on edge devices with fast convergence and low memory,...
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06/10/2022
Real-time Hyper-Dimensional Reconfiguration at the Edge using Hardware Accelerators
In this paper we present Hyper-Dimensional Reconfigurable Analytics at t...
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09/03/2020
A general approach to bridge the reality-gap
Employing machine learning models in the real world requires collecting ...
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10/31/2019
Reducing audio membership inference attack accuracy to chance: 4 defenses
It is critical to understand the privacy and robustness vulnerabilities ...
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06/15/2019