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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 161170 of 177 papers

TitleStatusHype
VCNet: A self-explaining model for realistic counterfactual generationCode0
Image Safeguarding: Reasoning with Conditional Vision Language Model and Obfuscating Unsafe Content CounterfactuallyCode0
Calculating and Visualizing Counterfactual Feature Importance ValuesCode0
Analyzing and Improving the Robustness of Tabular Classifiers using Counterfactual ExplanationsCode0
Counterfactual Explanation with Multi-Agent Reinforcement Learning for Drug Target PredictionCode0
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric AssessmentsCode0
Shapelet-Based Counterfactual Explanations for Multivariate Time SeriesCode0
Intriguing Property and Counterfactual Explanation of GAN for Remote Sensing Image GenerationCode0
Introducing User Feedback-based Counterfactual Explanations (UFCE)Code0
Counterfactual Explanations for Survival Prediction of Cardiovascular ICU PatientsCode0
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