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Calibration has emerged as a standard approach to uncertainty quantification, providing valuable insights into model reliability. However, for modern machine learning, calibration exhibits two fundamental limitations that restrict its utility: 1. Inability to decompose uncertainty: Calibration fails to distinguish between epistemic uncertainty ...
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