Anne Gabrielle Eva Collins

Reward function compression facilitates goal-dependent reinforcement learning

Abstract Humans can uniquely assign value to novel, abstract outcomes to support reinforcement learning. However, this flexibility is cognitively costly and reduces learning efficiency. We propose that goal-dependent learning initially relies on capacity-limited working memory. With consistent experience, learners crea...