Marti, Miquel, Sebastian Bujwid, Alessandro Pieropan, Hossein Azizpour, and Atsuto Maki. “An Analysis of Over-Sampling Labeled Data in Semi-Supervised Learning With FixMatch”. Proceedings of the Northern Lights Deep Learning Workshop 3 (April 7, 2022). Accessed July 30, 2026. https://septentrio.uit.no/index.php/nldl/article/view/6269.