1 code implementation • 29 Feb 2024 • Bálint Mucsányi, Michael Kirchhof, Seong Joon Oh
Uncertainty quantification, once a singular task, has evolved into a spectrum of tasks, including abstained prediction, out-of-distribution detection, and aleatoric uncertainty quantification.
no code implementations • 12 Oct 2023 • Bálint Mucsányi, Michael Kirchhof, Elisa Nguyen, Alexander Rubinstein, Seong Joon Oh
Collectively, we face a trustworthiness issue with the current machine learning technology.
Out-of-Distribution Generalization Uncertainty Quantification