Hi BRL!
Sadly, it depends on your router, or modem, or software. If you have a router, browse the destructions for how to tell it not to answer pings. I never got round to sorting it before I had a router, so have no idea how to do the same with a modem.
NAT firewalls are the bees knees (as it were).