Gensql: a probabilistic programming system for querying generative models of database tables

M Huot, M Ghavami, AK Lew, U Schaechtle… - Proceedings of the …, 2024 - dl.acm.org
This article presents GenSQL, a probabilistic programming system for querying probabilistic
generative models of database tables. By augmenting SQL with only a few key primitives for …

StarfishDB: A Query Execution Engine for Relational Probabilistic Programming

O Ben Amara, S Hadouaj, N Meneghetti - … of the ACM on Management of …, 2024 - dl.acm.org
We introduce StarfishDB, a query execution engine optimized for relational probabilistic
programming. Our engine adopts the model of Gamma Probabilistic Databases …

Scalable Structure Learning, Inference, and Analysis with Probabilistic Programs

FAK Saad - 2022 - dspace.mit.edu
How can we automate and scale up the processes of learning accurate probabilistic models
of complex data and obtaining principled solutions to probabilistic inference and analysis …