Carole Lartizien

Margin-aware Adversarial Domain Adaptation with Optimal Transport

In this paper, we propose a new theoretical analysis of unsupervised domain adaptation that relates notions of large margin separation, adversarial learning and optimal transport. This analysis generalizes previous work on the subject by providing a bound on the target margin violation rate, thus re…