SOTAVerified

Counterfactual Explanation

Returns a contrastive argument that permits to achieve the desired class, e.g., “to obtain this loan, you need XXX of annual revenue instead of the current YYY”

Papers

Showing 121130 of 177 papers

TitleStatusHype
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy0
Style-transfer counterfactual explanations: An application to mortality prevention of ICU patientsCode0
Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space0
VCNet: A self-explaining model for realistic counterfactual generationCode0
A Mathematical Programming Approach to Optimal Classification Forests0
Supervised Feature Compression based on Counterfactual AnalysisCode0
Motif-guided Time Series Counterfactual Explanations0
Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier0
CLEAR: Generative Counterfactual Explanations on Graphs0
CLEAR: Causal Explanations from Attention in Neural Recommenders0
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