GenSQL: A Probabilistic Programming System for Querying Generative Models of Database Tables

GenSQL: A Probabilistic Programming System for Querying Generative Models of Database Tables

We present GenSQL, a probabilistic programming system for querying probabilistic generative models of database tables. By augmenting SQL with only a few key primitives for querying probabilistic models, GenSQL enables complex Bayesian inference workflows to be concisely implemented. GenSQL&#8217...

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Bibliographic Details
Main Authors: Huot, Mathieu, Ghavami, Matin, Lew, Alexander K., Schaechtle, Ulrich, Freer, Cameron E., Shelby, Zane, Rinard, Martin C., Saad, Feras A., Mansinghka, Vikash K.
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Language:English
Published: Association for Computing Machinery 2024
Online Access:https://hdl.handle.net/1721.1/155514

Internet

https://hdl.handle.net/1721.1/155514

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