For their experiments, they created a probabilistic programming language they call Picture, which is an extension of Julia, another language developed at MIT. What's old is new.

Answer by Tikhon Jelvis, studied programming languages and did research on program synthesis, on Quora:. Probabilistic Programming. Okay, I have to admit, I live in something of a programming ...

Probabilistic Programming Language: A specialised language that integrates probability theory into its syntax and semantics, allowing for the concise specification of complex statistical models ...

MIT. MIT’s new work in probabilistic programming allows a computer to recognize a face through inference. A new twist. Picture uses statistical inference to cut away much of the basic ...

GenSQL: A Probabilistic Programming System for Querying Generative Models of Database Tables. Proceedings of the ACM on Programming Languages , 2024; 8 (PLDI): 790 DOI: 10.1145/3656409 Cite This ...

The work stems from a program that the U.S. Defense Advanced Research Projects Agency launched in 2013 to develop probabilistic programming languages to further facilitate the use of machine learning.