Note that maximizing L(U, V, w, U l , w l ) with respect to {U l , w l } is equivalent to minimizing the discriminator loss L l (ω) in Equation 6, which aims to improve the discrimination accuracy.
when put together, the updates of the shared parameters {U, V, w} for the two classifiers work adversarially with respect to each other.