Entorhinal cortex transfers multimodal information to hippocampus CA1 neurons via indirect and direct pathways. The authors show that excitatory projections from lateral entorhinal cortex selectively target a subpopulation of morphologically complex, calbindin-expressing pyramidal cells in CA1, forming a distinct direct circuit that is required for olfactory associative learning.