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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 26–50 of 177 papers

TitleStatusHype
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks—0
The Gaussian Discriminant Variational Autoencoder (GdVAE): A Self-Explainable Model with Counterfactual ExplanationsCode0
A Counterfactual Explanation Framework for Retrieval Models—0
X-Fake: Juggling Utility Evaluation and Explanation of Simulated SAR Images—0
Generally-Occurring Model Change for Robust Counterfactual Explanations—0
Explainable bank failure prediction models: Counterfactual explanations to reduce the failure risk—0
Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement LearningCode0
Towards Understanding the Influence of Training Samples on Explanations—0
Weak Robust Compatibility Between Learning Algorithms and Counterfactual Explanation Generation Algorithms—0
Enhancing Counterfactual Image Generation Using Mahalanobis Distance with Distribution Preferences in Feature Space—0
XPrompt:Explaining Large Language Model's Generation via Joint Prompt Attribution—0
Counterfactual Metarules for Local and Global Recourse—0
Mining Action Rules for Defect Reduction Planning—0
Counterfactual Explanation-Based Badminton Motion Guidance Generation Using Wearable Sensors—0
Graph Neural Networks for Vulnerability Detection: A Counterfactual ExplanationCode1
Does It Make Sense to Explain a Black Box With Another Black Box?Code0
Model-Based Counterfactual Explanations Incorporating Feature Space Attributes for Tabular DataCode0
COIN: Counterfactual inpainting for weakly supervised semantic segmentation for medical imagesCode0
Enhancing Counterfactual Explanation Search with Diffusion Distance and Directional Coherence—0
GreeDy and CoDy: Counterfactual Explainers for Dynamic Graphs—0
Counterfactual Analysis of Neural Networks Used to Create Fertilizer Management ZonesCode0
Towards Non-Adversarial Algorithmic Recourse—0
Fast Inference of Removal-Based Node InfluenceCode0
Verified Training for Counterfactual Explanation Robustness under Data Shift—0
Introducing User Feedback-based Counterfactual Explanations (UFCE)Code0
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