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05/04/2023
Explaining dark matter halo density profiles with neural networks
We use explainable neural networks to connect the evolutionary history o...
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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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05/09/2022
Insights into the origin of halo mass profiles from machine learning
The mass distribution of dark matter haloes is the result of the hierarc...
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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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11/20/2020
Deep learning insights into cosmological structure formation
While the evolution of linear initial conditions present in the early un...
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11/05/2019