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
MACE: An Efficient Model-Agnostic Framework for Counterfactual ExplanationCode2
Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAICode2
OmniXAI: A Library for Explainable AICode2
Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same EndCode2
Generalized Semantic Contrastive Learning via Embedding Side Information for Few-Shot Object DetectionCode2
Counterfactual Shapley Additive ExplanationsCode1
Distributional Counterfactual Explanations With Optimal TransportCode1
Adversarial Counterfactual Visual ExplanationsCode1
Counterfactual Explainable RecommendationCode1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
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