Classifier Weighted Mixture models
2025-01-06Code Available0· sign in to hype
Elouan Argouarc'h, François Desbouvries, Eric Barat, Eiji Kawasaki, Thomas Dautremer
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- github.com/elouanargouarch/classifier-weighted-mixturesOfficialIn paperpytorch★ 1
Abstract
This paper proposes an extension of standard mixture stochastic models, by replacing the constant mixture weights with functional weights defined using a classifier. Classifier Weighted Mixtures enable straightforward density evaluation, explicit sampling, and enhanced expressivity in variational estimation problems, without increasing the number of components nor the complexity of the mixture components.