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02/22/2022
Enabling Reproducibility and Meta-learning Through a Lifelong Database of Experiments (LDE)
Artificial Intelligence (AI) development is inherently iterative and exp...
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09/18/2020
Generating Efficient DNN-Ensembles with Evolutionary Computation
In this work, we leverage ensemble learning as a tool for the creation o...
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04/05/2020
Reducing Data Motion to Accelerate the Training of Deep Neural Networks
This paper reduces the cost of DNNs training by decreasing the amount of...
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09/24/2019
Constrained deep neural network architecture search for IoT devices accounting hardware calibration
Deep neural networks achieve outstanding results in challenging image cl...
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03/26/2018
BAGAN: Data Augmentation with Balancing GAN
Image classification datasets are often imbalanced, characteristic that ...
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03/26/2018