This was my thought as well. I think the workaround is to have the device present itself as a captive portal type of thing, like you might encounter at a Starbucks, so that when the user is prompted to "Sign In" they immediately find the dead drop.

However I haven't actually played with this and don't know if that would work, or if the network would require DNS to function properly.