1 code implementation • 6 Sep 2022 • Johannes Haug, Alexander Braun, Stefan Zürn, Gjergji Kasneci
In particular, we show that local attributions can become obsolete each time the predictive model is updated or concept drift alters the data generating distribution.
1 code implementation • 4 Jan 2021 • Johannes Haug, Stefan Zürn, Peter El-Jiz, Gjergji Kasneci
Our experimental study illustrates the sensitivity of popular attribution models to the baseline, thus laying the foundation for a more in-depth discussion on sensible baseline methods for tabular data.