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 101110 of 177 papers

TitleStatusHype
VCNet: A self-explaining model for realistic counterfactual generationCode0
OCTET: Object-aware Counterfactual ExplanationsCode1
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
Global Counterfactual Explainer for Graph Neural NetworksCode1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
CLEAR: Generative Counterfactual Explanations on Graphs0
CLEAR: Causal Explanations from Attention in Neural Recommenders0
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