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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

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Showing 121–130 of 177 papers

TitleStatusHype
Counterfactual Explanations for Model Ensembles Using Entropic Risk Measures—0
Counterfactual Explanations for Predictive Business Process Monitoring—0
Counterfactual Explanations via Riemannian Latent Space Traversal—0
Counterfactual Explanation via Search in Gaussian Mixture Distributed Latent Space—0
Algorithmic Recourse with Missing Values—0
Counterfactual Metarules for Local and Global Recourse—0
counterfactuals: An R Package for Counterfactual Explanation Methods—0
DECE: Decision Explorer with Counterfactual Explanations for Machine Learning Models—0
DMGNN: Detecting and Mitigating Backdoor Attacks in Graph Neural Networks—0
DualCF: Efficient Model Extraction Attack from Counterfactual Explanations—0
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