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Neural Activation Coverage Nac

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paper · 2026-04-27
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We build upon this promising foundation and extend the method to work as an uncertainty estimation technique for already-trained artificial neural networks in the domain of regression. Our experiments confirm NAC uncertainty scores to be more meaningful than other techniques, e.g. Monte-Carlo Dropout.

Neural Activation Coverage for Enhanced Uncertainty Estimation in Regression