Why GANs don't work properly on one hot encoded data ? What are the possible solutions to cope up with one hot encoded data in GANs?

Question

More sepcifically I have a training data like this:

1000 0100 0010 0001 . . . . . N vectors like this

But DCGAN is unable to generate data like this.