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05/24/2023
Deep Stochastic Processes via Functional Markov Transition Operators
We introduce Markov Neural Processes (MNPs), a new class of Stochastic P...
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06/25/2020
Neural Decomposition: Functional ANOVA with Variational Autoencoders
Variational Autoencoders (VAEs) have become a popular approach for dimen...
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03/06/2020
BasisVAE: Translation-invariant feature-level clustering with Variational Autoencoders
Variational Autoencoders (VAEs) provide a flexible and scalable framewor...
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10/16/2018
Covariate Gaussian Process Latent Variable Models
Gaussian Process Regression (GPR) and Gaussian Process Latent Variable M...
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03/24/2017