where ℓ is a lengthscale parameter and dist (x, x ′ ) = 0 if x = x ′ and 1 if x ̸ = x ′ . For mixed continuous-categorical parameter spaces, we use a mixed kernel, which combines a categorical kernel based on Hamming distances and a Matern5/2 kernel, i.e., k(x, y)