TensorLog: Deep Learning Meets Probabilistic DBs
arXiv: Artificial Intelligence, Volume abs/1707.05390, 2017.
We present an implementation of a probabilistic first-order logic called TensorLog, in which classes of logical queries are compiled into differentiable functions in a neural-network infrastructure such as Tensorflow or Theano. This leads to a close integration of probabilistic logical reasoning with deep-learning infrastructure: in parti...More
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