[splike]

Am I wrong in thinking that this algorithm could only be applied to continuous variables/hyperparameters?

[alexbeloi]

You're not wrong, the objective is assumed to be Lipshitz which is continuous.

[jefft255]

It's actually a stronger assumption than simply being continuous