Complementary Learning Systems Architecture

The hippocampus encodes new memories rapidly using sparse pattern-separated representations while the neocortex learns slowly through overlapping distributed representations; this complementary architecture prevents catastrophic interference where rapid neocortical learning would cause new memories to overwrite existing ones.