<cite>Conneau et al. (2018)</cite> show impressive results with adversarial training and refinement with the Procrustes solution. However, while <cite>all these methods</cite> learn the mapping in the original embedding space, our approach learns it in the latent code space considering both the mapper and the target encoder as adversary.