Are labels informative in semi-supervised learning? -- Estimating and leveraging the missing-data mechanism

Aude Sportisse, Hugo Schmutz, Olivier Humbert +2

Semi-supervised learning is a powerful technique for leveraging unlabeled data to improve machine learning models, but it can be affected by the presence of ``informative'' labels,…