291 citations · 3k across the 73 of their papers we have counts for
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cs.AI2017★ 31 cited
TensorLog: Deep Learning Meets Probabilistic DBs
William W. Cohen, Fan Yang, Kathryn Rivard Mazaitis
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-netwo…
cs.AI2017★ 171 cited
Differentiable Learning of Logical Rules for Knowledge Base Reasoning
Fan Yang, Zhilin Yang, William W. Cohen
We study the problem of learning probabilistic first-order logical rules for knowledge base reasoning. This learning problem is difficult because it requires learning the parameter…