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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
Counterfactual explanation of machine learning survival models—0
Counterfactual Explanation Policies in RL—0
Counterfactual Explanations Can Be Manipulated—0
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy—0
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review—0
Counterfactual Explanations for Model Ensembles Using Entropic Risk Measures—0
Counterfactual Explanations for Predictive Business Process Monitoring—0
Counterfactual Explanations via Riemannian Latent Space Traversal—0
Counterfactual Explanation via Search in Gaussian Mixture Distributed Latent Space—0
Algorithmic Recourse with Missing Values—0
Fast Real-time Counterfactual Explanations—0
Finding Counterfactual Explanations through Constraint Relaxations—0
Game-theoretic Counterfactual Explanation for Graph Neural Networks—0
Generally-Occurring Model Change for Robust Counterfactual Explanations—0
Global Graph Counterfactual Explanation: A Subgraph Mapping Approach—0
GreeDy and CoDy: Counterfactual Explainers for Dynamic Graphs—0
Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space—0
"How to make them stay?" -- Diverse Counterfactual Explanations of Employee Attrition—0
If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques—0
Improving Model Understanding and Trust with Counterfactual Explanations of Model Confidence—0
Info-CELS: Informative Saliency Map Guided Counterfactual Explanation—0
Integrating Prior Knowledge in Post-hoc Explanations—0
Interpretability and Explainability: A Machine Learning Zoo Mini-tour—0
Leveraging counterfactual concepts for debugging and improving CNN model performance—0
Towards LLM-guided Causal Explainability for Black-box Text Classifiers—0
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