Welcome to the supplementary material of the Evolutionary Algorithm for Feature Interaction (EFI), a submission to the Fifth AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (AIES-2022). In the attached folders, you will find the source code for our algorithm, the data that was used to generate the results, and the figures that were used in the manuscript.