1.2k citations · 5k across the 152 of their papers we have counts for
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cs.AI2017★ 160 cited
Deep Learning for Case-Based Reasoning through Prototypes: A Neural Network that Explains Its Predictions
Oscar Li, Hao Liu, Chaofan Chen +1
Deep neural networks are widely used for classification. These deep models often suffer from a lack of interpretability -- they are particularly difficult to understand because of…
cs.AI2017★ 6 cited
Causal Rule Sets for Identifying Subgroups with Enhanced Treatment Effect
Tong Wang, Cynthia Rudin
A key question in causal inference analyses is how to find subgroups with elevated treatment effects. This paper takes a machine learning approach and introduces a generative model…