Search Results for author: Justin Clark

Found 2 papers, 2 papers with code

Promises and Pitfalls of Black-Box Concept Learning Models

1 code implementation24 Jun 2021 Anita Mahinpei, Justin Clark, Isaac Lage, Finale Doshi-Velez, Weiwei Pan

Machine learning models that incorporate concept learning as an intermediate step in their decision making process can match the performance of black-box predictive models while retaining the ability to explain outcomes in human understandable terms.

Decision Making

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