244 citations · 351 across the 7 of their papers we have counts for
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stat.ML2020★ 3 cited
MCMC Should Mix: Learning Energy-Based Model with Neural Transport Latent Space MCMC
Erik Nijkamp, Ruiqi Gao, Pavel Sountsov +4
Learning energy-based model (EBM) requires MCMC sampling of the learned model as an inner loop of the learning algorithm. However, MCMC sampling of EBMs in high-dimensional data sp…
stat.CO2020
FunMC: A functional API for building Markov Chains
Pavel Sountsov, Alexey Radul, Srinivas Vasudevan
Constant-memory algorithms, also loosely called Markov chains, power the vast majority of probabilistic inference and machine learning applications today. A lot of progress has bee…