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Fraunhofer Institute for Cognitive Systems IKS Garching
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CUBICS reveals that context-aware performance estimation can significantly improve the reliability of safety-critical ML components by avoiding oversimplified failure models.
Real-time safety assurance gets a boost: this method dynamically adjusts confidence in safety arguments based on runtime performance, reacting swiftly to violations.