Search Results for author: Kipton Barros

Found 6 papers, 3 papers with code

Hierarchical modeling of molecular energies using a deep neural network

no code implementations29 Sep 2017 Nicholas Lubbers, Justin S. Smith, Kipton Barros

We introduce the Hierarchically Interacting Particle Neural Network (HIP-NN) to model molecular properties from datasets of quantum calculations.

Drug Discovery Formation Energy

Machine Learning Predicts Laboratory Earthquakes

1 code implementation19 Feb 2017 Bertrand Rouet-Leduc, Claudia Hulbert, Nicholas Lubbers, Kipton Barros, Colin Humphreys, Paul A. Johnson

Forecasting fault failure is a fundamental but elusive goal in earthquake science.

Geophysics

Inferring low-dimensional microstructure representations using convolutional neural networks

no code implementations8 Nov 2016 Nicholas Lubbers, Turab Lookman, Kipton Barros

We use activations in a pre-trained convolutional neural network to provide a high-dimensional characterization of a set of synthetic microstructural images.

BIG-bench Machine Learning

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