| 2026 | ICPR | Federated Medical Image Classification Under Class and Domain Imbalance Exploiting Synthetic Sample Generation. | Martina Pavan, Matteo Caligiuri, Francesco Barbato, Pietro Zanuttigh |
| 2025 | PROFES | Structured Clinical Reasoning in AI: Comparing LLMs and Curated, Ontology-Grounded Multi-Agent Systems. | Francesco Barbato, Filippo Sorichetti, Emanuele Ielo, Lorenzo Megliola |
| 2025 | WACV | When Cars Meet Drones: Hyperbolic Federated Learning for Source-Free Domain Adaptation in Adverse Weather. | Giulia Rizzoli, Matteo Caligiuri, Donald Shenaj, Francesco Barbato, Pietro Zanuttigh |
| 2024 | ICIP | Continual Road-Scene Semantic Segmentation Via Feature-Aligned Symmetric Multi-Modal Network. | Francesco Barbato, Elena Camuffo, Simone Milani, Pietro Zanuttigh |
| 2024 | IROS | Cross-Architecture Auxiliary Feature Space Translation for Efficient Few-Shot Personalized Object Detection. | Francesco Barbato, Umberto Michieli, Jijoong Moon, Pietro Zanuttigh, Mete Ozay |
| 2024 | MMSys | A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric Estimation. | Francesco Barbato, Umberto Michieli, Mehmet Kerim Yucel, Pietro Zanuttigh, Mete Ozay |
| 2023 | ICASSP | DepthFormer: Multimodal Positional Encodings and Cross-Input Attention for Transformer-based Segmentation Networks. | Francesco Barbato, Giulia Rizzoli, Pietro Zanuttigh |
| 2021 | CVPR | Latent Space Regularization for Unsupervised Domain Adaptation in Semantic Segmentation. | Francesco Barbato, Marco Toldo, Umberto Michieli, Pietro Zanuttigh |