33 citations · 41 across the 4 of their papers we have counts for
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cs.LG2022★ 1 cited
NN2Rules: Extracting Rule List from Neural Networks
G Roshan Lal, Varun Mithal
We present an algorithm, NN2Rules, to convert a trained neural network into a rule list. Rule lists are more interpretable since they align better with the way humans make decision…
cs.LG2022★ 6 cited
TE2Rules: Explaining Tree Ensembles using Rules
G Roshan Lal, Xiaotong Chen, Varun Mithal
Tree Ensemble (TE) models, such as Gradient Boosted Trees, often achieve optimal performance on tabular datasets, yet their lack of transparency poses challenges for comprehending…