Amortized nonmyopic active search via deep imitation learning

Quan Nguyen, Anindya Sarkar, Roman Garnett

Active search formalizes a specialized active learning setting where the goal is to collect members of a rare, valuable class. The state-of-the-art algorithm approximates the optim…