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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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Showing 81–90 of 177 papers

TitleStatusHype
Introducing User Feedback-based Counterfactual Explanations (UFCE)Code0
Generating Survival Interpretable Trajectories and DataCode0
Explainability for Machine Learning Models: From Data Adaptability to User Perception—0
Game-theoretic Counterfactual Explanation for Graph Neural Networks—0
Generating Likely Counterfactuals Using Sum-Product NetworksCode0
Causal Generative Explainers using Counterfactual Inference: A Case Study on the Morpho-MNIST Dataset—0
Image Safeguarding: Reasoning with Conditional Vision Language Model and Obfuscating Unsafe Content CounterfactuallyCode0
PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies—0
Robust Stochastic Graph Generator for Counterfactual Explanations—0
Counterfactual Explanation for Regression via Disentanglement in Latent Space—0
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