Pozzalana
Pozzolanic concrete use largely disappeared from the end of the Roman empire in the 400s until the first known re-use in the 1300s. The republication of Vitruvius work on architecture in the 1400s led to the recipe becoming known throughout educated Europe by the early Renaissance, but economic conditions meant there was little use of it. Even in Roman times, while cement was commonly used as mortar, solid concrete was primarily used in grand works that had imperial backing.
Widespread use of concrete had to wait until the early 1800s when the high heat and mechanized grinding made possible by newly introduced industrial processes allowed for cement production using inexpensive and relatively available limestone and clays.
Pozzolan is not restricted to Sicily. In Europe, it's found in multiple areas of Italy, Greece, and Germany. The name and most common source during Roman times actually comes from an area that's near Naples: it's called Pozzuoli today, but was Puteoli then and the sand used in cement was known as pulvis puteolanus, "dust of Puteoli". Maybe your professor was thinking of the Liparian pumice that they used as a component of concrete in many structures, including the roof of the Pantheon.