Generally the same stuff you use for CPUs would work for GPUs as well, I don't see why it would be different.

I use Thermal Grizzly Kryonaut for both. A more budget option would be Arctic MX4, which is cheaper and a bit easier to apply from what I remember but has slightly worse thermal conductivity (in most cases though this would matter very little if at all).