Here, we report that the Alzheimer’s disease risk factor CALM controls the surface levels of CP-AMPARs and thereby reciprocally regulates LTP and LTD in vivo to modulate learning. Here, PICALM is linked to early-onset autosomal dominant Alzheimer disease.