Dual pathway architecture in songbirds enables robust sensorimotor learning
This paper presents a biologically constrained computational model of zebra finch song learning demonstrating that a dual-pathway architecture, combining a volatile basal ganglia reinforcement learning loop with a consolidating cortical motor pathway, enables robust sensorimotor learning by effectively navigating non-convex performance landscapes and escaping local optima.