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fooling-lime-shap

Exploring the robustness of LIME and SHAP

This repo is to play with the code from "Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods."

Setup

  1. Run
source create-env.sh
  1. Run jupyter and open the example notebook in Fooling-lime-shap:
    jupyter lab

Workarounds

  • I have moved shap==0.32.1 to fooling_limeshap.yaml and version shap=0.34.0 since pip fails to compile that version. Via conda-forge can we just download the binaries.
  • This setup assumes miniconda. We need to add ipywidgets to be able to run the compas notebook from the repo.