Dan Piponi

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1paper
265citations

1 Paper

7.3PLJan 22, 2020
Joint Distributions for TensorFlow Probability

Dan Piponi, Dave Moore, Joshua V. Dillon

A central tenet of probabilistic programming is that a model is specified exactly once in a canonical representation which is usable by inference algorithms. We describe JointDistributions, a family of declarative representations of directed graphical models in TensorFlow Probability.