99 citations · 115 across the 7 of their papers we have counts for
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cs.PL2023★ 1 cited
Exact Bayesian Inference for Loopy Probabilistic Programs using Generating Functions
Lutz Klinkenberg, Christian Blumenthal, Mingshuai Chen +2
We present an exact Bayesian inference method for inferring posterior distributions encoded by probabilistic programs featuring possibly unbounded loops. Our method is built on a d…
cs.PL2023
Exact Probabilistic Inference Using Generating Functions
Lutz Klinkenberg, Tobias Winkler, Mingshuai Chen +1
Probabilistic programs are typically normal-looking programs describing posterior probability distributions. They intrinsically code up randomized algorithms and have long been at…