Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning

Abstract

Learning occurs when previously rewarded actions are reinforced or when predictions are made about future consequences. Here Konovalov and Krajbich show that people who learn through reinforcement treat decisions as a comparison while those who learn by making predictions make their choices before deciding.