| 2025 | COLING | Cross-Lingual Document Recommendations with Transformer-Based Representations: Evaluating Multilingual Models and Mapping Techniques. | Tsegaye Misikir Tashu, Eduard-Raul Kontos, Matthia Sabatelli, Matias Valdenegro-Toro |
| 2025 | EvoMUSART | Large-Image Object Detection for Fine-Grained Recognition of Punches Patterns in Medieval Panel Painting. | Josh Bruegger, Diana Ioana Catana, Vanja Macovaz, Matias Valdenegro-Toro, Matthia Sabatelli, Marco Zullich |
| 2025 | ICAART | Upside-Down Reinforcement Learning for More Interpretable Optimal Control. | Juan Cardenas-Cartagena, Massimiliano Falzari, Marco Zullich, Matthia Sabatelli |
| 2024 | ETFA | Smaller Batches, Bigger Gains? Investigating the Impact of Batch Sizes on Reinforcement Learning Based Real-World Production Scheduling. | Arthur Mller, Felix Grumbach, Matthia Sabatelli |
| 2024 | ICAART | Contextual Online Imitation Learning (COIL): Using Guide Policies in Reinforcement Learning. | Alexander Hill, Marc Groefsema, Matthia Sabatelli, Raffaella Carloni, Marco Grzegorczyk |
| 2022 | ECCV | How Well Do Vision Transformers (VTs) Transfer to the Non-natural Image Domain? An Empirical Study Involving Art Classification. | Vincent Tonkes, Matthia Sabatelli |
| 2020 | IJCNN | Forest Fire Control with Learning from Demonstration and Reinforcement Learning. | Travis Hammond, Dirk Jelle Schaap, Matthia Sabatelli, Marco A. Wiering |
| 2020 | IJCNN | The Deep Quality-Value Family of Deep Reinforcement Learning Algorithms. | Matthia Sabatelli, Gilles Louppe, Pierre Geurts, Marco A. Wiering |
| 2018 | ECCV | Deep Transfer Learning for Art Classification Problems. | Matthia Sabatelli, Mike Kestemont, Walter Daelemans, Pierre Geurts |
| 2018 | ICPRAM | A Deep Convolutional Neural Network for Location Recognition and Geometry based Information. | Francesco Bidoia, Matthia Sabatelli, Amirhossein Shantia, Marco A. Wiering, Lambert Schomaker |
| 2018 | ICPRAM | Learning to Evaluate Chess Positions with Deep Neural Networks and Limited Lookahead. | Matthia Sabatelli, Francesco Bidoia, Valeriu Codreanu, Marco A. Wiering |