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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 26–50 of 177 papers

TitleStatusHype
Optimal Counterfactual Explanations in Tree EnsemblesCode1
Counterfactual Explainable RecommendationCode1
Making Heads or Tails: Towards Semantically Consistent Visual CounterfactualsCode1
Distributional Counterfactual Explanations With Optimal TransportCode1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
Explainable Data-Driven Optimization: From Context to Decision and Back AgainCode1
Global Counterfactual Explainer for Graph Neural NetworksCode1
Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGANCode1
Finding Regions of Counterfactual Explanations via Robust OptimizationCode1
Counterfactual Explanations in Sequential Decision Making Under UncertaintyCode1
A Sparsity Algorithm with Applications to Corporate Credit Rating—0
Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test—0
A Mathematical Programming Approach to Optimal Classification Forests—0
DMGNN: Detecting and Mitigating Backdoor Attacks in Graph Neural Networks—0
A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual Explanations—0
CLEAR: Generative Counterfactual Explanations on Graphs—0
Adopting Trustworthy AI for Sleep Disorder Prediction: Deep Time Series Analysis with Temporal Attention Mechanism and Counterfactual Explanations—0
CLEAR: Causal Explanations from Attention in Neural Recommenders—0
A Novel Multi-Objective Evolutionary Algorithm for Counterfactual Generation—0
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems—0
DECE: Decision Explorer with Counterfactual Explanations for Machine Learning Models—0
DualCF: Efficient Model Extraction Attack from Counterfactual Explanations—0
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy—0
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review—0
Counterfactual Explanations Can Be Manipulated—0
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