24 citations · 40 across the 6 of their papers we have counts for
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cs.LG2023★ 1 cited
Five policy uses of algorithmic transparency and explainability
Matthew O'Shaughnessy
The notion that algorithmic systems should be "transparent" and "explainable" is common in the many statements of consensus principles developed by governments, companies, and advo…
cs.LG2020★ 15 cited
Generative causal explanations of black-box classifiers
Matthew O'Shaughnessy, Gregory Canal, Marissa Connor +2
We develop a method for generating causal post-hoc explanations of black-box classifiers based on a learned low-dimensional representation of the data. The explanation is causal in…