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 4150 of 177 papers

TitleStatusHype
CLEAR: Generative Counterfactual Explanations on Graphs0
Adopting Trustworthy AI for Sleep Disorder Prediction: Deep Time Series Analysis with Temporal Attention Mechanism and Counterfactual Explanations0
CLEAR: Causal Explanations from Attention in Neural Recommenders0
A Novel Multi-Objective Evolutionary Algorithm for Counterfactual Generation0
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems0
DECE: Decision Explorer with Counterfactual Explanations for Machine Learning Models0
DualCF: Efficient Model Extraction Attack from Counterfactual Explanations0
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy0
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review0
Counterfactual Explanations Can Be Manipulated0
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