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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 91–100 of 177 papers

TitleStatusHype
XPrompt:Explaining Large Language Model's Generation via Joint Prompt Attribution—0
A Counterfactual Explanation Framework for Retrieval Models—0
Adopting Trustworthy AI for Sleep Disorder Prediction: Deep Time Series Analysis with Temporal Attention Mechanism and Counterfactual Explanations—0
Advancing climate model interpretability: Feature attribution for Arctic melt anomalies—0
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems—0
A Mathematical Programming Approach to Optimal Classification Forests—0
Towards Understanding the Influence of Training Samples on Explanations—0
A New Class of Explanations for Classifiers with Non-Binary Features—0
A Novel Multi-Objective Evolutionary Algorithm for Counterfactual Generation—0
A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual Explanations—0
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