2 papers
stat.ML2024
Gradual Domain Adaptation via Manifold-Constrained Distributionally Robust Optimization
Amir Hossein Saberi, Amir Najafi, Ala Emrani +5
The aim of this paper is to address the challenge of gradual domain adaptation within a class of manifold-constrained data distributions. In particular, we consider a sequence of $…
stat.ML2023
Out-Of-Domain Unlabeled Data Improves Generalization
Amir Hossein Saberi, Amir Najafi, Alireza Heidari +3
We propose a novel framework for incorporating unlabeled data into semi-supervised classification problems, where scenarios involving the minimization of either i) adversarially ro…