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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 1120 of 177 papers

TitleStatusHype
Model-contrastive explanations through symbolic reasoningCode1
The Effect of Counterfactuals on Reading Chest X-raysCode1
Adversarial Counterfactual Visual ExplanationsCode1
Finding Regions of Counterfactual Explanations via Robust OptimizationCode1
Explainable Data-Driven Optimization: From Context to Decision and Back AgainCode1
OCTET: Object-aware Counterfactual ExplanationsCode1
Global Counterfactual Explainer for Graph Neural NetworksCode1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual ExplanationsCode1
Reinforced Path Reasoning for Counterfactual Explainable RecommendationCode1
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