The problem of recovering a matrix from an incomplete sampling of its entries—also known as matrix completion—arises in a wide variety of practical situations. In many of these settings, however, the observations are not only incomplete, but also highly quantized, often even to a single bit. Thus we ask, “Given just the signs of a subset of noisy entries of an unknown matrix, can the unknown...