Efficiently Controlling Multiple Risks with Pareto Testing

Bracha Laufer-Goldshtein, Adam Fisch, Regina Barzilay +1

Machine learning applications frequently come with multiple diverse objectives and constraints that can change over time. Accordingly, trained models can be tuned with sets of hype…