Towards Fixing Clever-Hans Predictors with Counterfactual Knowledge Distillation
Author:
Affiliation:
1. Technische Universität,Machine Learning Group,Berlin,Germany
2. BASF SE,Ludwigshafen am Rhein,Germany
3. Freie Universität,Department of Mathematics and Computer Science,Berlin,Germany
Publisher
IEEE
Link
http://xplorestaging.ieee.org/ielx7/10350357/10350360/10350993.pdf?arnumber=10350993
Reference21 articles.
1. Software¨ for dataset-wide xai: from local explanations to global insights with zennit, corelay, and virelay;Anders,2021
2. Finding and removing Clever Hans: Using explanation methods to debug and improve deep models
3. On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation
4. Diffeomorphic explanations with normalizing flows;Dombrowski
5. Diffeomorphic Counterfactuals with Generative Models
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