Robustness to Out-of-Distribution Inputs via Task-Aware Generative Uncertainty.
Rowan McAllisterGregory KahnJeff CluneSergey LevinePublished in: CoRR (2018)
Keyphrases
- data distribution
- random variables
- inherent uncertainty
- uncertain data
- computational efficiency
- generative model
- data driven
- learning algorithm
- em algorithm
- artificial neural networks
- unsupervised learning
- multiscale
- training data
- website
- incomplete information
- confidence intervals
- input variables
- expected utility
- power law
- real time