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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 126–150 of 177 papers

TitleStatusHype
Counterfactual Metarules for Local and Global Recourse—0
counterfactuals: An R Package for Counterfactual Explanation Methods—0
DECE: Decision Explorer with Counterfactual Explanations for Machine Learning Models—0
DMGNN: Detecting and Mitigating Backdoor Attacks in Graph Neural Networks—0
DualCF: Efficient Model Extraction Attack from Counterfactual Explanations—0
Enhancing Counterfactual Explanation Search with Diffusion Distance and Directional Coherence—0
Enhancing Counterfactual Image Generation Using Mahalanobis Distance with Distribution Preferences in Feature Space—0
Evaluating counterfactual explanations using Pearl's counterfactual method—0
Explainability for Machine Learning Models: From Data Adaptability to User Perception—0
Explainable bank failure prediction models: Counterfactual explanations to reduce the failure risk—0
Explainable Image Classification with Evidence Counterfactual—0
Explaining Model Confidence Using Counterfactuals—0
Explaining Predictions from Tree-based Boosting Ensembles—0
Explaining the Black-box Smoothly- A Counterfactual Approach—0
Faithful Counterfactual Visual Explanations (FCVE)—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
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