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Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyro



Du Phan , Neeraj Pradhan , Martin Jankowiak

* 10 pages, 2 figures; NeurIPS 2019 Program Transformations for Machine Learning Workshop 

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Tensor Variable Elimination for Plated Factor Graphs



Fritz Obermeyer , Eli Bingham , Martin Jankowiak , Justin Chiu , Neeraj Pradhan , Alexander Rush , Noah Goodman

* 17 pages 

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Pyro: Deep Universal Probabilistic Programming



Eli Bingham , Jonathan P. Chen , Martin Jankowiak , Fritz Obermeyer , Neeraj Pradhan , Theofanis Karaletsos , Rohit Singh , Paul Szerlip , Paul Horsfall , Noah D. Goodman

* Submitted to JMLR MLOSS track 

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