133 citations · 379 across the 18 of their papers we have counts for
Showing 2017 · cs.LGShow all
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cs.LG2017★ 2 cited
An Empirical Evaluation of Rule Extraction from Recurrent Neural Networks
Qinglong Wang, Kaixuan Zhang, Alexander G. Ororbia +3
Rule extraction from black-box models is critical in domains that require model validation before implementation, as can be the case in credit scoring and medical diagnosis. Though…
cs.LG2017★ 6 cited
Towards Interrogating Discriminative Machine Learning Models
Wenbo Guo, Kaixuan Zhang, Lin Lin +2
It is oftentimes impossible to understand how machine learning models reach a decision. While recent research has proposed various technical approaches to provide some clues as to…