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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 5175 of 177 papers

TitleStatusHype
Graph Style Transfer for Counterfactual ExplainabilityCode0
Model-Based Counterfactual Explanations Incorporating Feature Space Attributes for Tabular DataCode0
Counterfactual Explanations for Survival Prediction of Cardiovascular ICU PatientsCode0
An exact counterfactual-example-based approach to tree-ensemble models interpretabilityCode0
Intriguing Property and Counterfactual Explanation of GAN for Remote Sensing Image GenerationCode0
Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement LearningCode0
GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual ReasoningCode0
Causal Explanation of Convolutional Neural NetworksCode0
Conceptual Edits as Counterfactual ExplanationsCode0
PermuteAttack: Counterfactual Explanation of Machine Learning Credit ScorecardsCode0
Introducing User Feedback-based Counterfactual Explanations (UFCE)Code0
Generating collective counterfactual explanations in score-based classification via mathematical optimizationCode0
CARE: Coherent Actionable Recourse based on Sound Counterfactual ExplanationsCode0
Generating Likely Counterfactuals Using Sum-Product NetworksCode0
GANMEX: One-vs-One Attributions Guided by GAN-based Counterfactual Explanation BaselinesCode0
Calculating and Visualizing Counterfactual Feature Importance ValuesCode0
Supervised Feature Compression based on Counterfactual AnalysisCode0
Generating Survival Interpretable Trajectories and DataCode0
Empowering Counterfactual Reasoning over Graph Neural Networks through InductivityCode0
Counterfactual Explanation Algorithms for Behavioral and Textual DataCode0
Analyzing and Improving the Robustness of Tabular Classifiers using Counterfactual ExplanationsCode0
Fast Inference of Removal-Based Node InfluenceCode0
Counterfactual Explanation and Instance-Generation using Cycle-Consistent Generative Adversarial NetworksCode0
DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRICode0
Does It Make Sense to Explain a Black Box With Another Black Box?Code0
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