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10/31/2022
A robust estimator of mutual information for deep learning interpretability
We develop the use of mutual information (MI), a well-established metric...
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05/16/2022
Fast and realistic large-scale structure from machine-learning-augmented random field simulations
Producing thousands of simulations of the dark matter distribution in th...
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03/16/2022
Discovering the building blocks of dark matter halo density profiles with neural networks
The density profiles of dark matter halos are typically modeled using em...
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01/12/2021
Towards fast machine-learning-assisted Bayesian posterior inference of realistic microseismic events
Bayesian inference applied to microseismic activity monitoring allows fo...
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10/23/2020
