Is GAN Discriminator NN knowledge limited to training data set?

Hi fellas,
I am new to GAN’s i have this question regarding Discriminator
Evaluation of results from the Generator by Discriminator is it limited by trained sample for Discriminator, If anything comes out of training data will discriminator still be able to validate it.??