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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
VCNet: A self-explaining model for realistic counterfactual generationCode0
OCTET: Object-aware Counterfactual ExplanationsCode1
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
Global Counterfactual Explainer for Graph Neural NetworksCode1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
CLEAR: Generative Counterfactual Explanations on Graphs—0
CLEAR: Causal Explanations from Attention in Neural Recommenders—0
Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual ExplanationsCode1
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
Reinforced Path Reasoning for Counterfactual Explainable RecommendationCode1
On the Relationship Between Counterfactual Explainer and Recommender—0
On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective—0
Ask to Know More: Generating Counterfactual Explanations for Fake ClaimsCode1
GRETEL: A unified framework for Graph Counterfactual Explanation EvaluationCode1
Improving Model Understanding and Trust with Counterfactual Explanations of Model Confidence—0
OmniXAI: A Library for Explainable AICode2
MACE: An Efficient Model-Agnostic Framework for Counterfactual ExplanationCode2
DualCF: Efficient Model Extraction Attack from Counterfactual Explanations—0
Integrating Prior Knowledge in Post-hoc Explanations—0
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