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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 101–125 of 177 papers

TitleStatusHype
On the Connection between Game-Theoretic Feature Attributions and Counterfactual Explanations—0
Counterfactual Explanation for Fairness in Recommendation—0
Calculating and Visualizing Counterfactual Feature Importance ValuesCode0
Empowering Counterfactual Reasoning over Graph Neural Networks through InductivityCode0
Choose your Data Wisely: A Framework for Semantic CounterfactualsCode0
Counterfactual Explainer Framework for Deep Reinforcement Learning Models Using Policy DistillationCode0
The Dark Side of Explanations: Poisoning Recommender Systems with Counterfactual Examples—0
Algorithmic Recourse with Missing Values—0
A New Class of Explanations for Classifiers with Non-Binary Features—0
counterfactuals: An R Package for Counterfactual Explanation Methods—0
GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual ReasoningCode0
CeFlow: A Robust and Efficient Counterfactual Explanation Framework for Tabular Data using Normalizing FlowsCode0
Semi-supervised counterfactual explanations—0
Explaining Model Confidence Using Counterfactuals—0
Intriguing Property and Counterfactual Explanation of GAN for Remote Sensing Image GenerationCode0
"How to make them stay?" -- Diverse Counterfactual Explanations of Employee Attrition—0
Very fast, approximate counterfactual explanations for decision forests—0
Counterfactual Editing for Search Result Explanation—0
Counterfactual Explanation and Instance-Generation using Cycle-Consistent Generative Adversarial NetworksCode0
Evaluating counterfactual explanations using Pearl's counterfactual method—0
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy—0
Style-transfer counterfactual explanations: An application to mortality prevention of ICU patientsCode0
Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space—0
VCNet: A self-explaining model for realistic counterfactual generationCode0
A Mathematical Programming Approach to Optimal Classification Forests—0
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