Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift

Jiawei Ge, Debarghya Mukherjee, Jianqing Fan

As machine learning models are increasingly deployed in dynamic environments, it becomes paramount to assess and quantify uncertainties associated with distribution shifts. A distr…