SOTAVerified

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
A Sparsity Algorithm with Applications to Corporate Credit Rating—0
Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier—0
Causal Generative Explainers using Counterfactual Inference: A Case Study on the Morpho-MNIST Dataset—0
CLEAR: Causal Explanations from Attention in Neural Recommenders—0
CLEAR: Generative Counterfactual Explanations on Graphs—0
Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test—0
Counterfactual Editing for Search Result Explanation—0
Counterfactual Explanation and Causal Inference in Service of Robustness in Robot Control—0
Counterfactual Explanation-Based Badminton Motion Guidance Generation Using Wearable Sensors—0
Counterfactual Explanation Based on Gradual Construction for Deep Networks—0
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection—0
Counterfactual Explanation for Fairness in Recommendation—0
Counterfactual Explanation for Regression via Disentanglement in Latent Space—0
Counterfactual Explanation Generation with s(CASP)—0
Counterfactual Explanation of Brain Activity Classifiers using Image-to-Image Transfer by Generative Adversarial Network—0
Counterfactual explanation of machine learning survival models—0
Counterfactual Explanation Policies in RL—0
Counterfactual Explanations Can Be Manipulated—0
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy—0
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review—0
Counterfactual Explanations for Model Ensembles Using Entropic Risk Measures—0
Counterfactual Explanations for Predictive Business Process Monitoring—0
Counterfactual Explanations via Riemannian Latent Space Traversal—0
Counterfactual Explanation via Search in Gaussian Mixture Distributed Latent Space—0
Algorithmic Recourse with Missing Values—0
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