Learning the Pareto Frontier of Predictive Models under Distribution Shift

Yiming Dong, Jiwei Zhao, Yang Young Lu

Modern machine learning pipelines increasingly rely on reusing pretrained and foundation models across downstream tasks. These pretrained models can differ not only in performance…