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Kanil Patel

2 accepted papers

2023

Validation of composite systems by discrepancy propagation

UAI 2023poster

Assessing the validity of a real-world system with respect to given quality criteria is a common yet costly task in industrial applications due to the vast number of required real-world tests. Validating such systems by means of simulation offers a promising and less expensive alternative, but requi…

Cited by 4SourcePDFScholar
2021

Multi-Class Uncertainty Calibration via Mutual Information Maximization-based Binning

ICLR 2021poster

Post-hoc multi-class calibration is a common approach for providing high-quality confidence estimates of deep neural network predictions. Recent work has shown that widely used scaling methods underestimate their calibration error, while alternative Histogram Binning (HB) methods often fail to prese…