128 citations · 261 across the 12 of their papers we have counts for
Showing 2017 · cs.LGShow all
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cs.LG2017★ 88 cited
Interpretability via Model Extraction
Osbert Bastani, Carolyn Kim, Hamsa Bastani
The ability to interpret machine learning models has become increasingly important now that machine learning is used to inform consequential decisions. We propose an approach calle…
cs.LG2017★ 128 cited
Interpreting Blackbox Models via Model Extraction
Osbert Bastani, Carolyn Kim, Hamsa Bastani
Interpretability has become incredibly important as machine learning is increasingly used to inform consequential decisions. We propose to construct global explanations of complex,…