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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 151160 of 177 papers

TitleStatusHype
DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRICode0
Causality-based Counterfactual Explanation for Classification ModelsCode0
Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement LearningCode0
GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual ReasoningCode0
Does It Make Sense to Explain a Black Box With Another Black Box?Code0
Graph Style Transfer for Counterfactual ExplainabilityCode0
CARE: Coherent Actionable Recourse based on Sound Counterfactual ExplanationsCode0
Deep Learning for Medical Imaging From Diagnosis Prediction to its Counterfactual ExplanationCode0
Towards Conceptualization of "Fair Explanation": Disparate Impacts of anti-Asian Hate Speech Explanations on Content ModeratorsCode0
COIN: Counterfactual inpainting for weakly supervised semantic segmentation for medical imagesCode0
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