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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

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Counterfactual Explanation Algorithms for Behavioral and Textual DataCode0
Analyzing and Improving the Robustness of Tabular Classifiers using Counterfactual ExplanationsCode0
Counterfactual Explanation and Instance-Generation using Cycle-Consistent Generative Adversarial NetworksCode0
Generating collective counterfactual explanations in score-based classification via mathematical optimizationCode0
DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRICode0
Does It Make Sense to Explain a Black Box With Another Black Box?Code0
Counterfactual Explainer Framework for Deep Reinforcement Learning Models Using Policy DistillationCode0
Explaining Graph Neural Networks with Large Language Models: A Counterfactual Perspective for Molecular Property PredictionCode0
Supervised Feature Compression based on Counterfactual AnalysisCode0
Deep Learning for Medical Imaging From Diagnosis Prediction to its Counterfactual ExplanationCode0
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