334 citations · 2.2k across the 37 of their papers we have counts for
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stat.CO2015★ 23 cited
Pseudo-Marginal Slice Sampling
Iain Murray, Matthew M. Graham
Markov chain Monte Carlo (MCMC) methods asymptotically sample from complex probability distributions. The pseudo-marginal MCMC framework only requires an unbiased estimator of the…
cs.LG2015★ 334 cited
MADE: Masked Autoencoder for Distribution Estimation
Mathieu Germain, Karol Gregor, Iain Murray +1
There has been a lot of recent interest in designing neural network models to estimate a distribution from a set of examples. We introduce a simple modification for autoencoder neu…