85 citations · 206 across the 12 of their papers we have counts for
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cs.LG2021★ 1 cited
Operationalizing Complex Causes: A Pragmatic View of Mediation
Limor Gultchin, David S. Watson, Matt J. Kusner +1
We examine the problem of causal response estimation for complex objects (e.g., text, images, genomics). In this setting, classical \emph{atomic} interventions are often not availa…
cs.LG2021
Local Explanations via Necessity and Sufficiency: Unifying Theory and Practice
David Watson, Limor Gultchin, Ankur Taly +1
Necessity and sufficiency are the building blocks of all successful explanations. Yet despite their importance, these notions have been conceptually underdeveloped and inconsistent…