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Benjamin Herd

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Preprint Aug 2026

CUBICS: Situation-aware performance estimation for safety-relevant ML components

CUBICS partitions the operational design domain into situations and, for each safety-relevant component, defines a set of situation-specific assumptions and probabilistic guarantees that are represented and updated in a Bayesian manner using Subjective Logic (SL).

Benjamin Herd, Jessica Kelly, Mario Trapp · 0 citations

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