Contextual Importance and Utility in Python: New Functionality and Insights with the py-ciu Package
<|reference_start|>Contextual Importance and Utility in Python: New Functionality and Insights with the py-ciu Package: The availability of easy-to-use and reliable software implementations is important for allowing researchers in academia and industry to test, assess and take into use eXplainable AI (XAI) methods. This paper describes the \texttt{py-ciu} Python implementation of the Contextual Importance and Utility (CIU) model-agnostic, post-hoc explanation method and illustrates capabilities of CIU that go beyond the current state-of-the-art that could be useful for XAI practitioners in general.<|reference_end|>
@article{främling2024contextual,
    title={Contextual Importance and Utility in Python: New Functionality and
  Insights with the py-ciu Package},
    author={Kary Fr"amling},
    journal={arXiv preprint arXiv:2408.09957},
    year={2024},
    archivePrefix={arXiv},
    eprint={2408.09957},
    primaryClass={cs.AI}
}