Search Results for author: Xiaoran Hao

Found 2 papers, 0 papers with code

Coupled Variational Autoencoder

no code implementations5 Jun 2023 Xiaoran Hao, Patrick Shafto

Variational auto-encoders are powerful probabilistic models in generative tasks but suffer from generating low-quality samples which are caused by the holes in the prior.

Interpretable deep Gaussian processes with moments

no code implementations27 May 2019 Chi-Ken Lu, Scott Cheng-Hsin Yang, Xiaoran Hao, Patrick Shafto

We propose interpretable DGP based on approximating DGP as a GP by calculating the exact moments, which additionally identify the heavy-tailed nature of some DGP distributions.

Gaussian Processes

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