Lomonaco, Vincenzo
A Comprehensive Empirical Evaluation on Online Continual Learning
2023 Soutif-Cormerais, Albin; Carta, Antonio; Cossu, Andrea; Hurtado, Julio; Lomonaco, Vincenzo; Van De Weijer, Joost; Hemati, Hamed
Adaptive Hyperparameter Optimization for Continual Learning Scenarios
2024 Semola, Rudy; Hurtado, Julio; Lomonaco, Vincenzo; Bacciu, Davide
AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving
2022 De Caro, V.; Bano, S.; Machumilane, A.; Gotta, A.; Cassara, P.; Carta, A.; Semola, R.; Sardianos, C.; Chronis, C.; Varlamis, I.; Tserpes, K.; Lomonaco, Vincenzo; Gallicchio, C.; Bacciu, D.
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual learning
2024 Lomonaco, Vincenzo; Pellegrini, Lorenzo; Graffieti, Gabriele; Maltoni, Davide
Avalanche RL: A Continual Reinforcement Learning Library
2022 Lucchesi, N.; Carta, A.; Lomonaco, Vincenzo; Bacciu, D.
Avalanche: A PyTorch Library for Deep Continual Learning
2023 Carta, Antonio; Pellegrini, Lorenzo; Cossu, Andrea; Hemati, Hamed; Lomonaco, Vincenzo
Calibration of Continual Learning Models
2024 Li, Lanpei; Piccoli, Elia; Cossu, Andrea; Bacciu, Davide; Lomonaco, Vincenzo
Class-Incremental Learning with Repetition
2023 Hemati, Hamed; Cossu, Andrea; Carta, Antonio; Hurtado, Julio; Pellegrini, Lorenzo; Bacciu, Davide; Lomonaco, Vincenzo; Borth, Damian
Comparing Incremental Learning Strategies for Convolutional Neural Networks
2016 Lomonaco, Vincenzo; Maltoni, Davide
Continual Learning for Human State Monitoring
2022 Matteoni, Federico; Cossu, Andrea; Gallicchio, Claudio; Lomonaco, Vincenzo; Bacciu, Davide
Continual pre-training mitigates forgetting in language and vision
2024 Cossu, Andrea; Carta, Antonio; Passaro, Lucia; Lomonaco, Vincenzo; Tuytelaars, Tinne; Bacciu, Davide
Continually learn to map visual concepts to language models in resource-constrained environments
2025 Rebillard, Clea; Hurtado, Julio; Krutsylo, Andrii; Passaro, Lucia; Lomonaco, Vincenzo
CORe50: a New Dataset and Benchmark for Continuous Object Recognition
2017 Lomonaco, Vincenzo; Maltoni, Davide
CVPR 2020 continual learning in computer vision competition: Approaches, results, current challenges and future directions
2022 Lomonaco, Vincenzo; Pellegrini, L.; Rodriguez, P.; Caccia, M.; She, Q.; Chen, Y.; Jodelet, Q.; Wang, R.; Mai, Z.; Vazquez, D.; Parisi, G. I.; Churamani, N.; Pickett, M.; Laradji, I.; Maltoni, D.
Deep Continual Learning (Dagstuhl Seminar 23122)
2023 Tuytelaars, Tinne; Liu, Bing; Lomonaco, Vincenzo; Van De Ven, Gido; Cossu, Andrea
Deep continual learning for medical call incidents text classification under the presence of dataset shifts
2024 Ferri, Pablo; Lomonaco, Vincenzo; Passaro, Lucia C.; Félix-De Castro, Antonio; Sánchez-Cuesta, Purificación; Sáez, Carlos; García-Gómez, Juan M.
Deep Reinforcement Learning for Network Slice Placement and the DeepNetSlice Toolkit
2024 Pasquali, Alex; Lomonaco, Vincenzo; Bacciu, Davide; Paganelli, Federica
Design principles for lifelong learning AI accelerators
2023 Kudithipudi, Dhireesha; Daram, Anurag; Zyarah, Abdullah M.; Zohora, Fatima Tuz; Aimone, James B.; Yanguas-Gil, Angel; Soures, Nicholas; Neftci, Emre; Mattina, Matthew; Lomonaco, Vincenzo; Thiem, Clare D.; Epstein, Benjamin
Distilled Replay: Overcoming Forgetting Through Synthetic Samples
2022 Rosasco, A.; Carta, A.; Cossu, A.; Lomonaco, Vincenzo; Bacciu, D.
EMERGE - Emergent Awareness from Minimal Collectives
2024 Bacciu, Davide; Ambriola, Vincenzo; Bahrami, Bahador; Ceni, Andrea; Cossu, Andrea; De Caro, Valerio; Della Santina, Cosimo; Deroy, Ophelia; Gallicchio, Claudio; Guidotti, Riccardo; Hauert, Sabine; Jones, Simon; Karpus, Jurgis; Lee, Suet; Liu, Jingyue; Lomonaco, Vincenzo; Meertens, Nadine; Milner, Emma; Monreale, Anna; Nakahara, Renan Picoreti; Ramirez, Mariano; Shahabi, Ebrahim; Stölzle, Maximilian
| Titolo | Data di pubblicazione | Autore(i) | File |
|---|---|---|---|
| A Comprehensive Empirical Evaluation on Online Continual Learning | 2023 | Soutif-Cormerais, Albin; Carta, Antonio; Cossu, Andrea; Hurtado, Julio; Lomonaco, Vincenzo; Van De Weijer, Joost; Hemati, Hamed | |
| Adaptive Hyperparameter Optimization for Continual Learning Scenarios | 2024 | Semola, Rudy; Hurtado, Julio; Lomonaco, Vincenzo; Bacciu, Davide | |
| AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving | 2022 | De Caro, V.; Bano, S.; Machumilane, A.; Gotta, A.; Cassara, P.; Carta, A.; Semola, R.; Sardianos, C.; Chronis, C.; Varlamis, I.; Tserpes, K.; Lomonaco, Vincenzo; Gallicchio, C.; Bacciu, D. | |
| Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual learning | 2024 | Lomonaco, Vincenzo; Pellegrini, Lorenzo; Graffieti, Gabriele; Maltoni, Davide | |
| Avalanche RL: A Continual Reinforcement Learning Library | 2022 | Lucchesi, N.; Carta, A.; Lomonaco, Vincenzo; Bacciu, D. | |
| Avalanche: A PyTorch Library for Deep Continual Learning | 2023 | Carta, Antonio; Pellegrini, Lorenzo; Cossu, Andrea; Hemati, Hamed; Lomonaco, Vincenzo | |
| Calibration of Continual Learning Models | 2024 | Li, Lanpei; Piccoli, Elia; Cossu, Andrea; Bacciu, Davide; Lomonaco, Vincenzo | |
| Class-Incremental Learning with Repetition | 2023 | Hemati, Hamed; Cossu, Andrea; Carta, Antonio; Hurtado, Julio; Pellegrini, Lorenzo; Bacciu, Davide; Lomonaco, Vincenzo; Borth, Damian | |
| Comparing Incremental Learning Strategies for Convolutional Neural Networks | 2016 | Lomonaco, Vincenzo; Maltoni, Davide | |
| Continual Learning for Human State Monitoring | 2022 | Matteoni, Federico; Cossu, Andrea; Gallicchio, Claudio; Lomonaco, Vincenzo; Bacciu, Davide | |
| Continual pre-training mitigates forgetting in language and vision | 2024 | Cossu, Andrea; Carta, Antonio; Passaro, Lucia; Lomonaco, Vincenzo; Tuytelaars, Tinne; Bacciu, Davide | |
| Continually learn to map visual concepts to language models in resource-constrained environments | 2025 | Rebillard, Clea; Hurtado, Julio; Krutsylo, Andrii; Passaro, Lucia; Lomonaco, Vincenzo | |
| CORe50: a New Dataset and Benchmark for Continuous Object Recognition | 2017 | Lomonaco, Vincenzo; Maltoni, Davide | |
| CVPR 2020 continual learning in computer vision competition: Approaches, results, current challenges and future directions | 2022 | Lomonaco, Vincenzo; Pellegrini, L.; Rodriguez, P.; Caccia, M.; She, Q.; Chen, Y.; Jodelet, Q.; Wang, R.; Mai, Z.; Vazquez, D.; Parisi, G. I.; Churamani, N.; Pickett, M.; Laradji, I.; Maltoni, D. | |
| Deep Continual Learning (Dagstuhl Seminar 23122) | 2023 | Tuytelaars, Tinne; Liu, Bing; Lomonaco, Vincenzo; Van De Ven, Gido; Cossu, Andrea | |
| Deep continual learning for medical call incidents text classification under the presence of dataset shifts | 2024 | Ferri, Pablo; Lomonaco, Vincenzo; Passaro, Lucia C.; Félix-De Castro, Antonio; Sánchez-Cuesta, Purificación; Sáez, Carlos; García-Gómez, Juan M. | |
| Deep Reinforcement Learning for Network Slice Placement and the DeepNetSlice Toolkit | 2024 | Pasquali, Alex; Lomonaco, Vincenzo; Bacciu, Davide; Paganelli, Federica | |
| Design principles for lifelong learning AI accelerators | 2023 | Kudithipudi, Dhireesha; Daram, Anurag; Zyarah, Abdullah M.; Zohora, Fatima Tuz; Aimone, James B.; Yanguas-Gil, Angel; Soures, Nicholas; Neftci, Emre; Mattina, Matthew; Lomonaco, Vincenzo; Thiem, Clare D.; Epstein, Benjamin | |
| Distilled Replay: Overcoming Forgetting Through Synthetic Samples | 2022 | Rosasco, A.; Carta, A.; Cossu, A.; Lomonaco, Vincenzo; Bacciu, D. | |
| EMERGE - Emergent Awareness from Minimal Collectives | 2024 | Bacciu, Davide; Ambriola, Vincenzo; Bahrami, Bahador; Ceni, Andrea; Cossu, Andrea; De Caro, Valerio; Della Santina, Cosimo; Deroy, Ophelia; Gallicchio, Claudio; Guidotti, Riccardo; Hauert, Sabine; Jones, Simon; Karpus, Jurgis; Lee, Suet; Liu, Jingyue; Lomonaco, Vincenzo; Meertens, Nadine; Milner, Emma; Monreale, Anna; Nakahara, Renan Picoreti; Ramirez, Mariano; Shahabi, Ebrahim; Stölzle, Maximilian |