BINOCULARS for efficient, nonmyopic sequential experimental design

Shali Jiang, Henry Chai, Javier Gonzalez, Roman Garnett

Abstract: Finite-horizon sequential experimental design (SED) arises naturally in many contexts, including hyperparameter tuning in machine learning among more traditional settings. Computing the optimal pol...