Search Results for author: Dario Stein

Found 3 papers, 1 papers with code

Overdrawing Urns using Categories of Signed Probabilities

no code implementations14 Dec 2023 Bart Jacobs, Dario Stein

A basic experiment in probability theory is drawing without replacement from an urn filled with multiple balls of different colours.

Pearl's and Jeffrey's Update as Modes of Learning in Probabilistic Programming

no code implementations13 Sep 2023 Bart Jacobs, Dario Stein

In terms of categorical probability theory, this amounts to an analysis of the situation in terms of the behaviour of the multiset functor, extended to the Kleisli category of the distribution monad.

Probabilistic Programming Variational Inference

Compositional Semantics for Probabilistic Programs with Exact Conditioning

1 code implementation27 Jan 2021 Dario Stein, Sam Staton

We define a probabilistic programming language for Gaussian random variables with a first-class exact conditioning construct.

Probabilistic Programming

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