Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface.
Tuan Anh LeKatherine M. CollinsLuke HewittKevin EllisSiddharth NarayanaswamySamuel GershmanJoshua B. TenenbaumPublished in: ICLR (2022)
Keyphrases
- approximate inference
- discrete variables
- exact inference
- graphical models
- linear gaussian
- belief propagation
- probabilistic inference
- continuous variables
- gaussian process
- parameter estimation
- bayesian networks
- variational methods
- message passing
- latent variables
- dynamic bayesian networks
- conditional random fields
- expectation propagation
- loopy belief propagation
- factor graphs
- structured prediction
- belief networks
- free energy
- random variables
- computer vision
- probabilistic model
- three dimensional