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Functional Tensors for Probabilistic Programming



Fritz Obermeyer , Eli Bingham , Martin Jankowiak , Du Phan , Jonathan P. Chen


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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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Joint Mapping and Calibration via Differentiable Sensor Fusion



Jonathan P. Chen , Fritz Obermeyer , Vladimir Lyapunov , Lionel Gueguen , Noah D. Goodman


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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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Pathwise Derivatives Beyond the Reparameterization Trick



Martin Jankowiak , Fritz Obermeyer

* ICML 2018 

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Scaling Nonparametric Bayesian Inference via Subsample-Annealing



Fritz Obermeyer , Jonathan Glidden , Eric Jonas

* To appear in AISTATS 2014 

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