A Rigorous Study Of The Deep Taylor Decomposition

This is the code for the publications "A Rigorous Study Of The Deep Taylor Decomposition"

Pointers to the Code:

• Source code of the sanity checks can be found in the following files: lrp_relations/sanity_checks.py. For preprocessing, see lrp_relations/preprocessing_clevr.py and lrp_relations/preprocessing_clevr_xai.py.
• Source code of the experiment with the simple neural network can be found in lrp_relations/notebooks/dtd_local_linear_roots.ipynb.

Install

Make sure you init the github submodules and install packages in the subfolders:

pip install ./relation_network ./clevr-xai

And then run poetry install.