Self-Training of Halfspaces with Generalization Guarantees under Massart Mislabeling Noise Model. - Lies Hadjadj; Massih-Reza Amini; Sana Louhichi; Alexis Deschamps (CoRR, 2021)

Generalization Guarantees of Self-Training of Halfspaces under Label Noise Corruption. - Lies Hadjadj; Massih-Reza Amini; Sana Louhichi (IJCAI, 2023)

Pool-Based Active Learning with Proper Topological Regions. - Lies Hadjadj; Emilie Devijver; Rémi Molinier; Massih-Reza Amini (CoRR, 2023)

Efficient Initial Data Selection and Labeling for Multi-Class Classification Using Topological Analysis. - Lies Hadjadj; Emilie Devijver; Rémi Molinier; Massih-Reza Amini (ECAI, 2024)

Self-training: A survey. - Massih-Reza Amini; Vasilii Feofanov; Loïc Pauletto; Lies Hadjadj; Emilie Devijver; Yury Maximov (Neurocomputing, 2025)