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This repo contains the code for our paper, Guarantee Regions for Local Explanations.

Getting started

The demo reproduces the results in Table 3. To run this script:

Step 1: Have python 3.8.5. Install the packages in requirements.txt.

pip install -r requirements.txt

Step 2:

python oracle.py

Notes

Note 1: Feel free to define a custom b function in oracle.py such as the ones we discuss in the paper.

Note 2: This code benefits a lot form GPU acceleration. The first execution is somewhat slower because tensorflow takes time to trace the computation, but subsequent runs are much faster.