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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

Showing 161170 of 177 papers

TitleStatusHype
Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same EndCode2
Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test0
Model-Agnostic Explanations using Minimal Forcing Subsets0
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review0
A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual Explanations0
Instance-based Counterfactual Explanations for Time Series ClassificationCode1
Counterfactual Explanation and Causal Inference in Service of Robustness in Robot Control0
PermuteAttack: Counterfactual Explanation of Machine Learning Credit ScorecardsCode0
DECE: Decision Explorer with Counterfactual Explanations for Machine Learning Models0
Counterfactual Explanation Based on Gradual Construction for Deep Networks0
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