Search Results for author: James K. Miller

Found 2 papers, 1 papers with code

Provably Robust Model-Centric Explanations for Critical Decision-Making

no code implementations26 Oct 2021 Cecilia G. Morales, Nicholas Gisolfi, Robert Edman, James K. Miller, Artur Dubrawski

We recommend using a model-centric, Boolean Satisfiability (SAT) formalism to obtain useful explanations of trained model behavior, different and complementary to what can be gleaned from LIME and SHAP, popular data-centric explanation tools in Artificial Intelligence (AI).

Decision Making

Scaling Active Search using Linear Similarity Functions

1 code implementation30 Apr 2017 Sibi Venkatesan, James K. Miller, Jeff Schneider, Artur Dubrawski

In this paper, we consider the problem of Active Search where we are given a similarity function between data points.

Information Retrieval Retrieval

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