Lutz Klinkenberg
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| title | conference | date |
|---|---|---|
| Exact Bayesian Inference for Loopy Probabilistic Programs Using Generating Functions | OOPSLA 2024 | 2024-10-20 |
Claims exact Bayesian posteriors for probabilistic programs with unbounded loops and conditioning by giving a denotational semantics based on extended… | ||
| Exact Probabilistic Inference Using Generating Functions | LAFI 2023 | 2023-01-15 |
Generative-function semantics represent discrete program distributions as formal power series and use multiplicative inverses to get closed-form fractions… | ||
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