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