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Semantic models for higher-order Bayesian inference - Sam Staton, University of Oxford
Probabilistic programming: Bayesian Non-Parametrics and Semantics [3/4] - Sam Staton - OPLSS 2019
Probabilistic programming: Bayesian Non-Parametrics and Semantics [2/4] - Sam Staton - OPLSS 2019
Probabilistic programming: Bayesian Non-Parametrics and Semantics [4/4] - Sam Staton - OPLSS 2019
[POPL 2021] Probabilistic Programming Semantics for Name Generation (full)
Sam Staton: Categorical models of probability with symmetries
Semantic Foundations for Probabilistic Programming
Semantics of Higher-Order Probabilistic Programs with Conditioning
Sam Staton - Programming-based foundations for statistics
Sam Staton, "Names and probabilities"
[HOPE'22] Higher order programming with probabilistic effects: A model of stochastic memo...
Tutorial: Probabilistic programming - a categorical tutorial (Sam Staton)
![Probabilistic programming: Bayesian Non-Parametrics and Semantics [3/4] - Sam Staton - OPLSS 2019](https://img.youtube.com/vi/49UY2PQmkQ8/hqdefault.jpg)
![Probabilistic programming: Bayesian Non-Parametrics and Semantics [2/4] - Sam Staton - OPLSS 2019](https://img.youtube.com/vi/a_3eyYTv4bQ/hqdefault.jpg)
![Probabilistic programming: Bayesian Non-Parametrics and Semantics [4/4] - Sam Staton - OPLSS 2019](https://img.youtube.com/vi/WEOxtrZ3Pk8/hqdefault.jpg)
![[POPL 2021] Probabilistic Programming Semantics for Name Generation (full)](https://img.youtube.com/vi/BNlfSrz3Yyo/hqdefault.jpg)
![[HOPE'22] Higher order programming with probabilistic effects: A model of stochastic memo...](https://img.youtube.com/vi/URN2UFGbbdU/hqdefault.jpg)
