Learning to Actively Learn: A Robust Approach

Jifan Zhang, Lalit Jain, Kevin Jamieson

This work proposes a procedure for designing algorithms for specific adaptive data collection tasks like active learning and pure-exploration multi-armed bandits. Unlike the design…