Predictive inference for time series: why is split conformal effective despite temporal dependence?

Rina Foygel Barber, Ashwin Pananjady

We consider the problem of uncertainty quantification for prediction in a time series: if we use past data to forecast the next time point, can we provide valid prediction interval…