Explaining Dark Matter Halo Density Profiles with Neural Networks
Explaining Dark Matter Halo Density Profiles with Neural Networks
We use explainable neural networks to connect the evolutionary history of dark matter halos with their density profiles. The network captures independent factors of variation in the density profiles within a low-dimensional representation, which we physically interpret using mutual information. Without any prior knowledge of the halos' evolution, the network …