Explainable Uncertainty Estimation for Reliable Medical AI
The Expected Gradients Reconstruction Uncertainty Estimate (egRUE), which incorporates prediction explanations into its uncertainty computation and decomposes uncertainty into feature-wise contributions, and proves theoretical properties of egRUE and shows that it improves reliability and interpretability compared to existing methods.
Li-Rong Wang, J. Duell, Xinran Xu et al.
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