| 2026 | AAAI | DFDT: Dynamic Fast Decision Tree for IoT Data Stream Mining on Edge Devices. | Afonso Loureno, Joo Rodrigo, Joo Gama, Goreti Marreiros |
| 2026 | KDD | In-context Learning of Evolving Data Streams with Tabular Foundational Models. | Afonso Loureno, Joo Gama, Eric P. Xing, Goreti Marreiros |
| 2026 | SAC | Explainable Anomaly Detection for Industrial IoT Data Streams. | Ana Rita Pauprio, Diogo Risca, Afonso Loureno, Goreti Marreiros, Ricardo Martins |
| 2025 | ECAI | Online Hierarchical Partitioning of the Output Space in Extreme Multi-Label Data Streams. | Lara Neves, Afonso Loureno, Alberto Cano, Goreti Marreiros |
| 2023 | ESANN | Automated green machine learning for condition-based maintenance. | Afonso Loureno, Carolina Ferraz, Jorge Meira, Goreti Marreiros, Vernica Boln-Canedo, Amparo Alonso-Betanzos |
| 2023 | SAC | Online adaptive learning for out-of-round railway wheels detection. | Afonso Loureno, Jorge Meira, Goreti Marreiros |
| 2022 | IECON | Using simulation to evaluate a concept drift detector for condition based maintenance. | Afonso Loureno, Marta Fernandes, Goreti Marreiros, Juan Manuel Corchado |
| 2022 | PAAMS | Using an Explainable Machine Learning Approach to Minimize Opportunistic Maintenance Interventions. | Afonso Loureno, Marta Fernandes, Alda Canito, Ana de Almeida, Goreti Marreiros |