39 citations · 89 across the 16 of their papers we have counts for
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cs.PL2020★ 3 cited
The Base Measure Problem and its Solution
Alexey Radul, Boris Alexeev
Probabilistic programming systems generally compute with probability density functions, leaving the base measure of each such function implicit. This mostly works, but creates prob…
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…