Distribution-Aware Conformal Prediction: A Framework for generating efficient prediction intervals for time series

Daniel Schweizer, Peter Kuhn, Jayant Sharma +3

We present Distribution-aware Conformal Prediction (DCP), a unified framework integrating probabilistic predictors like Monte Carlo dropout, deep ensembles, and quantile regression…