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 171177 of 177 papers

TitleStatusHype
Towards Fine-Grained Interpretability: Counterfactual Explanations for Misclassification with Saliency Partition0
Towards Non-Adversarial Algorithmic Recourse0
Transcending XAI Algorithm Boundaries through End-User-Inspired Design0
Model-Agnostic Explanations using Minimal Forcing Subsets0
Verified Training for Counterfactual Explanation Robustness under Data Shift0
Very fast, approximate counterfactual explanations for decision forests0
Weak Robust Compatibility Between Learning Algorithms and Counterfactual Explanation Generation Algorithms0
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