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Probabilistic programming languages (PPLs) have emerged as a transformative tool for expressing complex statistical models and automating inference procedures. By integrating probability theory ...
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 ...
Deep probabilistic programming is a new development in machine learning that combines the principled treatment of uncertainty provided by Bayesian statistics with the capabilities of deep learning.
Technical Terms Probabilistic Programming: A programming paradigm that incorporates probabilistic models within code, enabling the direct representation and manipulation of uncertainty.