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cs.AI2026
Circuit Representations of Random Forests with Applications to XAI
Chunxi Ji, Adnan Darwiche
We make three contributions in this paper. First, we present an approach for compiling a random forest classifier into a set of circuits, where each circuit directly encodes the in…
cs.AI2023
A New Class of Explanations for Classifiers with Non-Binary Features
Chunxi Ji, Adnan Darwiche
Two types of explanations have been receiving increased attention in the literature when analyzing the decisions made by classifiers. The first type explains why a decision was mad…
cs.AI2022★ 1 cited
On the Computation of Necessary and Sufficient Explanations
Adnan Darwiche, Chunxi Ji
The complete reason behind a decision is a Boolean formula that characterizes why the decision was made. This recently introduced notion has a number of applications, which include…