668 citations · 725 across the 4 of their papers we have counts for
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astro-ph.GA2024★ 1 cited
Sweeping the Dust Away -- Correcting the Phase Space Density of the Milky Way with Unsupervised Machine Learning
Eric Putney, David Shih, Sung Hak Lim +1
The Boltzmann equation relates the equilibrium phase space distribution of stars in the Milky Way to the Galaxy's gravitational potential. However, observations of stellar populati…
astro-ph.GA2023★ 25 cited
Mapping Dark Matter in the Milky Way using Normalizing Flows and Gaia DR3
Sung Hak Lim, Eric Putney, Matthew R. Buckley +1
We present a novel, data-driven analysis of Galactic dynamics, using unsupervised machine learning -- in the form of density estimation with normalizing flows -- to learn the under…