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physics.chem-ph2022
Hybridizing Physical and Data-driven Prediction Methods for Physicochemical Properties
Fabian Jirasek, Robert Bamler, Stephan Mandt
We present a generic way to hybridize physical and data-driven methods for predicting physicochemical properties. The approach `distills' the physical method's predictions into a p…
stat.ML2022★ 13 cited
Understanding Entropy Coding With Asymmetric Numeral Systems (ANS): a Statistician's Perspective
Robert Bamler
Entropy coding is the backbone data compression. Novel machine-learning based compression methods often use a new entropy coder called Asymmetric Numeral Systems (ANS) [Duda et al.…