| 2024 | MICCAI | Using Backbone Foundation Model for Evaluating Fairness in Chest Radiography Without Demographic Data. | Dilermando Queiroz, Andr Anjos, Lilian Berton |
| 2023 | SAC | Analysis of active semi-supervised learning. | Lilian Berton, Felipe Mitsuishi, Didier Augusto Vega-Oliveros |
| 2023 | SAC | Graph-based semi-supervised classification for similar wildfire dynamics. | Lilian Berton, Pedro Oliveira, Didier A. Vega-Oliveros |
| 2020 | IJCNN | Measuring the engagement level in encrypted group conversations by using temporal networks. | Mosh Cotacallapa, Lilian Berton, Leonardo Nascimento Ferreira, Marcos G. Quiles, Liang Zhao, Elbert E. N. Macau, Didier A. Vega-Oliveros |
| 2020 | IJCNN | Word sense disambiguation: an evaluation study of semi-supervised approaches with word embeddings. | Samuel Bruno da Silva Sousa, Evangelos E. Milios, Lilian Berton |
| 2020 | SAC | Analysis of label noise in graph-based semi-supervised learning. | Bruno Klaus de Aquino Afonso, Lilian Berton |
| 2020 | SAC | Topology and robustness analysis of temporal air transport network. | Humberto Hayashi Sano, Lilian Berton |
| 2018 | CLEI | Cluster Analysis of Homicide Rates in the Brazilian State of Gois from 2002 to 2014. | Samuel Bruno da Silva Sousa, Ronaldo de Castro Del-Fiaco, Lilian Berton |
| 2018 | IJCNN | A Comparison of Graph Construction Methods for Semi-Supervised Learning. | Lilian Berton, Alneu de Andrade Lopes, Didier Augusto Vega-Oliveros |
| 2015 | IJCAI | Graph Construction for Semi-Supervised Learning. | Lilian Berton, Alneu de Andrade Lopes |
| 2015 | IJCAI | Influence Maximization Based on the Least Influential Spreaders. | Didier Augusto Vega-Oliveros, Lilian Berton, Alneu de Andrade Lopes, Francisco Aparecido Rodrigues |
| 2015 | IJCNN | Link prediction in graph construction for supervised and semi-supervised learning. | Lilian Berton, Jorge Carlos Valverde-Rebaza, Alneu de Andrade Lopes |
| 2015 | SAC | A nave Bayes model based on ovelapping groups for link prediction in online social networks. | Jorge Carlos Valverde-Rebaza, Alan Valejo, Lilian Berton, Thiago de Paulo Faleiros, Alneu de Andrade Lopes |
| 2014 | ICPR | Graph Construction Based on Labeled Instances for Semi-supervised Learning. | Lilian Berton, Alneu de Andrade Lopes |
| 2010 | CEC | Identifying abnormal nodes in complex networks by using random walk measure. | Lilian Berton, Jean Huertas, Bilz Arajo, Liang Zhao |