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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 151–175 of 177 papers

TitleStatusHype
A Sparsity Algorithm with Applications to Corporate Credit Rating—0
Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis—0
Counterfactual Explanations for Survival Prediction of Cardiovascular ICU PatientsCode0
Counterfactual Explanations Can Be Manipulated—0
An exact counterfactual-example-based approach to tree-ensemble models interpretabilityCode0
Causality-based Counterfactual Explanation for Classification ModelsCode0
Counterfactual Explanation with Multi-Agent Reinforcement Learning for Drug Target PredictionCode0
If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques—0
Explaining the Black-box Smoothly- A Counterfactual Approach—0
Ordered Counterfactual Explanation by Mixed-Integer Linear OptimizationCode0
Interpretability and Explainability: A Machine Learning Zoo Mini-tour—0
GANMEX: One-vs-One Attributions Guided by GAN-based Counterfactual Explanation BaselinesCode0
Model-Agnostic Explanations using Minimal Forcing Subsets—0
Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test—0
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review—0
A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual Explanations—0
Counterfactual Explanation and Causal Inference in Service of Robustness in Robot Control—0
PermuteAttack: Counterfactual Explanation of Machine Learning Credit ScorecardsCode0
DECE: Decision Explorer with Counterfactual Explanations for Machine Learning Models—0
Counterfactual Explanation Based on Gradual Construction for Deep Networks—0
Fast Real-time Counterfactual Explanations—0
Counterfactual explanation of machine learning survival models—0
Explainable Image Classification with Evidence Counterfactual—0
Explaining Groups of Points in Low-Dimensional RepresentationsCode0
Peek Inside the Closed World: Evaluating Autoencoder-Based Detection of DDoS to Cloud—0
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