allenai/pnp

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Probabilistic Neural Programs Probabilistic Neural Programming (PNP) is a Scala library for expressing, training and running inference in neural network models that include discrete choices. The enhanced expressivity of PNP is useful for structured prediction, reinforcement learning, and latent variable models. Probabilistic neural programs have several advantages over computation graph libraries for neural networks, such as TensorFlow: Probabilistic inference is implemented within the library. For example,...