Partial Order in Chaos: Consensus on Feature Attributions in the Rashomon Set

1 code implementation • 26 Oct 2021 • Gabriel Laberge, Yann Pequignot, Alexandre Mathieu, Foutse khomh, Mario Marchand

In this work, instead of aiming at reducing the under-specification of model explanations, we fully embrace it and extract logical statements about feature attributions that are consistent across all models with good empirical performance (i. e. all models in the Rashomon Set).

Additive models Feature Importance +1