signxai 0.0.1

SIGNed explanations: Unveiling relevant features by reducing bias

SIGNed explanations: Unveiling relevant features by reducing bias

This repository and python package has been published alongside the following journal article: https://doi.org/10.1016/j.inffus.2023.101883

If you use the code from this repository in your work, please cite:

 @article{Gumpfer2023SIGN,
    title = {SIGNed explanations: Unveiling relevant features by reducing bias},
    author = {Nils Gumpfer and Joshua Prim and Till Keller and Bernhard Seeger and Michael Guckert and Jennifer Hannig},
    journal = {Information Fusion},
    pages = {101883},
    year = {2023},
    issn = {1566-2535},
    doi = {https://doi.org/10.1016/j.inffus.2023.101883},
    url = {https://www.sciencedirect.com/science/article/pii/S1566253523001999}
}

Setup

To install the package in your environment, run:

 pip3 install SIGN-XAI

Usage

Experiments

To reproduce the experiments from our paper, please find a detailed description on https://github.com/nilsgumpfer/SIGN.