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QUCE: The Minimisation and Quantification of Path-Based Uncertainty for Generative Counterfactual Explanations
In this context, we introduce Quantified Uncertainty Counterfactual Explanations (QUCE), a method designed to mitigate out-of-distribution traversal by minimizing path uncertainty.
Towards a Shapley Value Graph Framework for Medical peer-influence
In other words, although contribution towards a certain prediction is highlighted by feature attribution methods, the relation between features and the consequence of intervention is not studied.
Explainable artificial intelligence
Explainable Artificial Intelligence (XAI)
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