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stat.ML2021
Manifold Density Estimation via Generalized Dequantization
James A. Brofos, Marcus A. Brubaker, Roy R. Lederman
Density estimation is an important technique for characterizing distributions given observations. Much existing research on density estimation has focused on cases wherein the data…
stat.ML2019
Normalizing Flows: An Introduction and Review of Current Methods
Ivan Kobyzev, Simon J. D. Prince, Marcus A. Brubaker
Normalizing Flows are generative models which produce tractable distributions where both sampling and density evaluation can be efficient and exact. The goal of this survey article…