Re-seeding cuRAND host API

Is it possible to re-seed the cuRAND host API RNG?

I have found that if I create, allocate and generate two separate instances of the host API RNG with the same seed they produce the exact same sequence of numbers as expected.

However, if I create one instance, allocate, seed and generate a sequence of numbers, if I then call curandSetPseudoRandomGeneratorSeed() again with the same seed, generate new numbers they are a different sequence. I would expect them to be reset to the same sequence again.