| 2026 | ACL | K-Merge: Online Continual Merging of Adapters for On-device Large Language Models. | Donald Shenaj, Ondrej Bohdal, Taha Ceritli, Mete Ozay, Pietro Zanuttigh, Umberto Michieli |
| 2025 | ICCV | LoRA.rar: Learning to Merge LoRAs via Hypernetworks for Subject-Style Conditioned Image Generation. | Donald Shenaj, Ondrej Bohdal, Mete Ozay, Pietro Zanuttigh, Umberto Michieli |
| 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 | WACV | Source-Free Domain Adaptation for RGB-D Semantic Segmentation with Vision Transformers. | Giulia Rizzoli, Donald Shenaj, Pietro Zanuttigh |
| 2023 | CVPR | Asynchronous Federated Continual Learning. | Donald Shenaj, Marco Toldo, Alberto Rigon, Pietro Zanuttigh |
| 2023 | WACV | Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning. | Donald Shenaj, Eros Fan, Marco Toldo, Debora Caldarola, Antonio Tavera, Umberto Michieli, Marco Ciccone, Pietro Zanuttigh, Barbara Caputo |