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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 51–75 of 177 papers

TitleStatusHype
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems—0
Counterfactual Explanations for Predictive Business Process Monitoring—0
A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual Explanations—0
Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space—0
Counterfactual Explanations Can Be Manipulated—0
Counterfactual Explanation Policies in RL—0
Algorithmic Recourse with Missing Values—0
Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test—0
Counterfactual Metarules for Local and Global Recourse—0
counterfactuals: An R Package for Counterfactual Explanation Methods—0
A New Class of Explanations for Classifiers with Non-Binary Features—0
Counterfactual explanation of machine learning survival models—0
Counterfactual Explanation of Brain Activity Classifiers using Image-to-Image Transfer by Generative Adversarial Network—0
Causal Generative Explainers using Counterfactual Inference: A Case Study on the Morpho-MNIST Dataset—0
Finding Counterfactual Explanations through Constraint Relaxations—0
Counterfactual Explanation Generation with s(CASP)—0
Counterfactual Explanation for Regression via Disentanglement in Latent Space—0
Counterfactual Explanation for Fairness in Recommendation—0
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection—0
A Comparative Analysis of Counterfactual Explanation Methods for Text Classifiers—0
Counterfactual Explanation Based on Gradual Construction for Deep Networks—0
Counterfactual Explanation-Based Badminton Motion Guidance Generation Using Wearable Sensors—0
A Counterfactual Explanation Framework for Retrieval Models—0
Explainability for Machine Learning Models: From Data Adaptability to User Perception—0
Evaluating counterfactual explanations using Pearl's counterfactual method—0
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