Allan Bishop

Autoregressive Quantile Flows for Predictive Uncertainty Estimation

Numerous applications of machine learning involve representing probability distributions over high-dimensional data. We propose autoregressive quantile flows, a flexible class of normalizing flow models trained using a novel objective based on proper scoring rules. Our objective does not require cal…