How to disentangle feature importance scores into contributions of individual features, feature interactions in the function, and feature dependencies in the data: #AISTATS with @gunnark und Eric Guenther:
Paper: arxiv.org/pdf/2410.23772
Code: github.com/gcskoenig/dipd
Video: youtu.be/7MrMjabTbuM
Ulrike Luxburg
In many XAI applications, it is crucial to determine whether features contribute individually or only when combined. However, existing methods fail to reveal cooperations since they entangle individual contributions with those made via interactions and dependencies. We show how to disentangle them!
