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 110 of 177 papers

TitleStatusHype
Graph Style Transfer for Counterfactual ExplainabilityCode0
COMRECGC: Global Graph Counterfactual Explainer through Common RecourseCode0
Latent Diffusion Autoencoders: Toward Efficient and Meaningful Unsupervised Representation Learning in Medical ImagingCode1
Generalized Semantic Contrastive Learning via Embedding Side Information for Few-Shot Object DetectionCode2
Ranking Counterfactual Explanations0
Counterfactual Explanations for Model Ensembles Using Entropic Risk Measures0
Advancing climate model interpretability: Feature attribution for Arctic melt anomalies0
A Novel Multi-Objective Evolutionary Algorithm for Counterfactual Generation0
Leveraging counterfactual concepts for debugging and improving CNN model performance0
Faithful Counterfactual Visual Explanations (FCVE)0
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