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10/23/2019
Functional Tensors for Probabilistic Programming
It is a significant challenge to design probabilistic programming system...
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02/08/2019
Tensor Variable Elimination for Plated Factor Graphs
A wide class of machine learning algorithms can be reduced to variable e...
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11/21/2018
Joint Mapping and Calibration via Differentiable Sensor Fusion
We leverage automatic differentiation (AD) and probabilistic programming...
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10/18/2018
Pyro: Deep Universal Probabilistic Programming
Pyro is a probabilistic programming language built on Python as a platfo...
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06/05/2018
Pathwise Derivatives Beyond the Reparameterization Trick
We observe that gradients computed via the reparameterization trick are ...
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02/22/2014