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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 76–100 of 177 papers

TitleStatusHype
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
The Effect of Counterfactuals on Reading Chest X-raysCode1
CeFlow: A Robust and Efficient Counterfactual Explanation Framework for Tabular Data using Normalizing FlowsCode0
Semi-supervised counterfactual explanations—0
Adversarial Counterfactual Visual ExplanationsCode1
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
Finding Regions of Counterfactual Explanations via Robust OptimizationCode1
Counterfactual Editing for Search Result Explanation—0
Explainable Data-Driven Optimization: From Context to Decision and Back AgainCode1
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
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