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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 101–150 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
Supervised Feature Compression based on Counterfactual AnalysisCode0
Motif-guided Time Series Counterfactual Explanations—0
Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier—0
CLEAR: Generative Counterfactual Explanations on Graphs—0
CLEAR: Causal Explanations from Attention in Neural Recommenders—0
Deep Learning for Medical Imaging From Diagnosis Prediction to its Counterfactual ExplanationCode0
Shapelet-Based Counterfactual Explanations for Multivariate Time SeriesCode0
Transcending XAI Algorithm Boundaries through End-User-Inspired Design—0
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems—0
On the Relationship Between Counterfactual Explainer and Recommender—0
On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective—0
Improving Model Understanding and Trust with Counterfactual Explanations of Model Confidence—0
DualCF: Efficient Model Extraction Attack from Counterfactual Explanations—0
Integrating Prior Knowledge in Post-hoc Explanations—0
Finding Counterfactual Explanations through Constraint Relaxations—0
Conceptual Edits as Counterfactual ExplanationsCode0
Counterfactual Explanations for Predictive Business Process Monitoring—0
Analyzing and Improving the Robustness of Tabular Classifiers using Counterfactual ExplanationsCode0
MCCE: Monte Carlo sampling of realistic counterfactual explanationsCode0
Counterfactual Explanations for Models of CodeCode0
Counterfactual Explanation of Brain Activity Classifiers using Image-to-Image Transfer by Generative Adversarial Network—0
Text Counterfactuals via Latent Optimization and Shapley-Guided SearchCode0
Causal Explanation of Convolutional Neural NetworksCode0
CARE: Coherent Actionable Recourse based on Sound Counterfactual ExplanationsCode0
TDLS: A Top-Down Layer Searching Algorithm for Generating Counterfactual Visual Explanation—0
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