Before revision:  This is achieved by approximating a multivariate binary state over the weights utilizing a deterministic and differentiable transformation of real-valued  continuous parameters.
After revision:  This is achieved by approximating a multivariate binary state over the weights utilizing a deterministic and differentiable transformation of real-valued , continuous parameters.