A comparison of graph-based semi-supervised learning for data augmentation. - Willian Dihanster G. de Oliveira; Otávio A. B. Penatti; Lilian Berton (SIBGRAPI, 2020)

A systematic review for class-imbalance in semi-supervised learning. - Willian Dihanster G. de Oliveira; Lilian Berton (Artif. Intell. Rev., 2023)

A comparative study of pre-processing algorithms for fair classification in few labeled data context. - Willian Dihanster G. de Oliveira; Lilian Berton (AI Ethics, 2025)