Probabilistic Programming Semantics for Name Generation

July 16, 2020 Β· Declared Dead Β· πŸ› Proc. ACM Program. Lang.

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Authors Marcin Sabok, Sam Staton, Dario Stein, Michael Wolman arXiv ID 2007.08638 Category cs.PL: Programming Languages Cross-listed cs.LO, math.LO Citations 11 Venue Proc. ACM Program. Lang. Last Checked 3 months ago
Abstract
We make a formal analogy between random sampling and fresh name generation. We show that quasi-Borel spaces, a model for probabilistic programming, can soundly interpret Stark's $Ξ½$-calculus, a calculus for name generation. Moreover, we prove that this semantics is fully abstract up to first-order types. This is surprising for an 'off-the-shelf' model, and requires a novel analysis of probability distributions on function spaces. Our tools are diverse and include descriptive set theory and normal forms for the $Ξ½$-calculus.
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