A weed barrier membrane. Though this will not stop weed seeds growing in the gravel itself.

....sometimes also known as landscape fabric. It's water-permeable and widely available at garden centres, DIY stores etc.,

Makes the few weeds that do grow much easier to pull out, too. On the other hand, there are a few perennial weeds, such as sedge, that it doesn't stop.