Uncertainty Estimation

Nonparametric Uncertainty Quantification for Single Deterministic Neural Network
Elegant way of measuring both aleatoric and epistemic uncertainties for neural nets.
Nikita Kotelevskii, Aleksandr Artemenkov, Kirill Fedyanin, Fedor Noskov, Alexander Fishkov, Artem Shelmanov, Artem Vazhentsev, Aleksandr Petiushko Александр Петюшко, Maxim Panov
PDF Cite Slides Source Document arXiv OpenReview Conf
Nonparametric Uncertainty Quantification for Single Deterministic Neural Network
Nonparametric Uncertainty Quantification for Single Deterministic Neural Network
Elegant way of measuring both aleatoric and epistemic uncertainties for neural nets.
Nikita Kotelevskii, Alexander Fishkov, Kirill Fedyanin, Aleksandr Petiushko Александр Петюшко, Maxim Panov
PDF Cite arXiv OpenReview Conf WorkshopWeb
Nonparametric Uncertainty Quantification for Single Deterministic Neural Network