Towards Fixing Clever-Hans Predictors with Counterfactual Knowledge Distillation

no code implementations • 2 Oct 2023 • Sidney Bender, Christopher J. Anders, Pattarawatt Chormai, Heike Marxfeld, Jan Herrmann, Grégoire Montavon

This paper introduces a novel technique called counterfactual knowledge distillation (CFKD) to detect and remove reliance on confounders in deep learning models with the help of human expert feedback.

counterfactual Knowledge Distillation