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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
Counterfactual Explanations Can Be Manipulated0
An exact counterfactual-example-based approach to tree-ensemble models interpretabilityCode0
Causality-based Counterfactual Explanation for Classification ModelsCode0
Counterfactual Explanation with Multi-Agent Reinforcement Learning for Drug Target PredictionCode0
If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques0
Explaining the Black-box Smoothly- A Counterfactual Approach0
Ordered Counterfactual Explanation by Mixed-Integer Linear OptimizationCode0
GANterfactual - Counterfactual Explanations for Medical Non-Experts using Generative Adversarial LearningCode1
Interpretability and Explainability: A Machine Learning Zoo Mini-tour0
GANMEX: One-vs-One Attributions Guided by GAN-based Counterfactual Explanation BaselinesCode0
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