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01/23/2023
Efficient Training Under Limited Resources
Training time budget and size of the dataset are among the factors affec...
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01/17/2023
Scaling Deep Networks with the Mesh Adaptive Direct Search algorithm
Deep neural networks are getting larger. Their implementation on edge an...
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04/23/2021
NOMAD version 4: Nonlinear optimization with the MADS algorithm
NOMAD is software for optimizing blackbox problems. In continuous develo...
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03/14/2021
Use of static surrogates in hyperparameter optimization
Optimizing the hyperparameters and architecture of a neural network is a...
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06/06/2020
Tuning a variational autoencoder for data accountability problem in the Mars Science Laboratory ground data system
The Mars Curiosity rover is frequently sending back engineering and scie...
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07/03/2019
HyperNOMAD: Hyperparameter optimization of deep neural networks using mesh adaptive direct search
The performance of deep neural networks is highly sensitive to the choic...
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05/31/2016
