LOMONACO, VINCENZO
LOMONACO, VINCENZO
DIPARTIMENTO DI INFORMATICA - SCIENZA E INGEGNERIA
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual learning
2023 Vincenzo Lomonaco, Lorenzo Pellegrini, Gabriele Graffieti, Davide Maltoni
Avalanche: A PyTorch Library for Deep Continual Learning
2023 Antonio Carta, Lorenzo Pellegrini, Andrea Cossu, Hamed Hemati, Vincenzo Lomonaco
Class-Incremental Learning with Repetition
2023 Hamed Hemati, Andrea Cossu, Antonio Carta, Julio Hurtado, Lorenzo Pellegrini, Davide Bacciu, Vincenzo Lomonaco, Damian Borth
Generative negative replay for continual learning
2023 Graffieti, Gabriele; Maltoni, Davide; Pellegrini, Lorenzo; Lomonaco, Vincenzo
The future of ethics in AI: challenges and opportunities
2023 Trotta, Angelo; Ziosi, Marta; Lomonaco, Vincenzo
Avalanche: an End-to-End Library for Continual Learning
2021 Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido M. van de Ven, Martin Mundt, Qi She, Keiland Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German I. Parisi, Fabio Cuzzolin, Andreas S. Tolias, Simone Scardapane, Luca Antiga, Subutai Ahmad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni
Continual learning for robotics: Definition, framework, learning strategies, opportunities and challenges
2020 Lesort, Timothée; Lomonaco, Vincenzo; Stoian, Andrei; Maltoni, Davide; Filliat, David; Díaz-Rodríguez, Natalia
Continual Reinforcement Learning in 3D Non-stationary Environments
2020 Vincenzo Lomonaco, Karan Desai, Eugenio Culurciello, Davide Maltoni
IROS 2019 Lifelong Robotic Vision: Object Recognition Challenge
2020 Bae H.; Brophy E.; Chan R.H.M.; Chen B.; Feng F.; Graffieti G.; Goel V.; Hao X.; Han H.; Kanagarajah S.; Kumar S.; Lam S.-K.; Lam T.L.; Lan C.; Liu Q.; Lomonaco V.; Ma L.; Maltoni D.; Parisi G.I.; Pellegrini L.; Piyasena D.; Pu S.; She Q.; Sheet D.; Song S.; Son Y.; Wang Z.; Ward T.E.; Wu J.; Wu M.; Xie D.; Xu Y.; Yang L.; Yang Q.; Zhong Q.; Zhou L.
Latent replay for real-time continual learning
2020 Pellegrini L.; Graffieti G.; Lomonaco V.; Maltoni D.
Memory-Latency-Accuracy Trade-Offs for Continual Learning on a RISC-V Extreme-Edge Node
2020 Ravaglia L.; Rusci M.; Capotondi A.; Conti F.; Pellegrini L.; Lomonaco V.; Maltoni D.; Benini L.
Rehearsal-Free Continual Learning over Small Non-IID Batches
2020 Vincenzo Lomonaco, Davide Maltoni, Lorenzo Pellegrini
Apprendimento Automatico Continuo per la Robotica e la Visione Artificiale
2019 Vincenzo Lomonaco; Lorenzo Pellegrini; Davide Maltoni
Continual Learning for Robotics: Definition, Framework, Learning, Strategies, Opportunities and Challenges
2019 Timothée Lesort; Vincenzo Lomonaco; Andrei Stoian; Davide Maltoni; David Filliat; Natalia Díaz-Rodríguez
Continual Learning with Deep Architectures
2019 Vincenzo Lomonaco
Continuous learning in single-incremental-task scenarios
2019 Maltoni, Davide; Lomonaco, Vincenzo
Efficient Continual Learning in Neural Networks with Embedding Regularization
2019 Jary Pomponi; Simone Scardapane; Vincenzo Lomonaco; Aurelio Uncini
Fine-Grained Continual Learning
2019 Vincenzo Lomonaco; Davide Maltoni; Lorenzo Pellegrini
Latent Replay for Real-Time Continual Learning
2019 Lorenzo Pellegrini; Gabriele Graffieti; Vincenzo Lomonaco; Davide Maltoni
OpenLORIS-Object: A Dataset and Benchmark towards Lifelong Object Recognition
2019 Qi She; Fan Feng; Xinyue Hao; Qihan Yang; Chuanlin Lan; Vincenzo Lomonaco; Xuesong Shi; Zhengwei Wang; Yao Guo; Yimin Zhang; Fei Qiao; Rosa H. M. Chan
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual learning | Vincenzo Lomonaco, Lorenzo Pellegrini, Gabriele Graffieti, Davide Maltoni | 2023-01-01 | - | World Scientific Publishing | 2.01 Capitolo / saggio in libro | - |
| Avalanche: A PyTorch Library for Deep Continual Learning | Antonio Carta, Lorenzo Pellegrini, Andrea Cossu, Hamed Hemati, Vincenzo Lomonaco | 2023-01-01 | JOURNAL OF MACHINE LEARNING RESEARCH | - | 1.01 Articolo in rivista | 23-0130.pdf |
| Class-Incremental Learning with Repetition | Hamed Hemati, Andrea Cossu, Antonio Carta, Julio Hurtado, Lorenzo Pellegrini, Davide Bacciu, Vinc...enzo Lomonaco, Damian Borth | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | hemati23b.pdf |
| Generative negative replay for continual learning | Graffieti, Gabriele; Maltoni, Davide; Pellegrini, Lorenzo; Lomonaco, Vincenzo | 2023-01-01 | NEURAL NETWORKS | - | 1.01 Articolo in rivista | Generative_Negative_Replay__UniBo_IRIS_version.pdf |
| The future of ethics in AI: challenges and opportunities | Trotta, Angelo; Ziosi, Marta; Lomonaco, Vincenzo | 2023-01-01 | AI & SOCIETY | - | 1.01 Articolo in rivista | Guest Editorial Special Issue - The future of ethics in AI challenges and opportunities-1.pdf |
| Avalanche: an End-to-End Library for Continual Learning | Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. ...Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido M. van de Ven, Martin Mundt, Qi She, Keiland Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German I. Parisi, Fabio Cuzzolin, Andreas S. Tolias, Simone Scardapane, Luca Antiga, Subutai Ahmad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni | 2021-01-01 | - | - | 4.01 Contributo in Atti di convegno | Lomonaco_Avalanche_An_End-to-End_Library_for_Continual_Learning_CVPRW_2021_paper.pdf |
| Continual learning for robotics: Definition, framework, learning strategies, opportunities and challenges | Lesort, Timothée; Lomonaco, Vincenzo; Stoian, Andrei; Maltoni, Davide; Filliat, David; Díaz-Rodrí...guez, Natalia | 2020-01-01 | INFORMATION FUSION | - | 1.01 Articolo in rivista | inffus2020-58.pdf |
| Continual Reinforcement Learning in 3D Non-stationary Environments | Vincenzo Lomonaco, Karan Desai, Eugenio Culurciello, Davide Maltoni | 2020-01-01 | - | - | 4.01 Contributo in Atti di convegno | Lomonaco_Continual_Reinforcement_Learning_in_3D_Non-Stationary_Environments_CVPRW_2020_paper (3).pdf |
| IROS 2019 Lifelong Robotic Vision: Object Recognition Challenge | Bae H.; Brophy E.; Chan R.H.M.; Chen B.; Feng F.; Graffieti G.; Goel V.; Hao X.; Han H.; Kanagara...jah S.; Kumar S.; Lam S.-K.; Lam T.L.; Lan C.; Liu Q.; Lomonaco V.; Ma L.; Maltoni D.; Parisi G.I.; Pellegrini L.; Piyasena D.; Pu S.; She Q.; Sheet D.; Song S.; Son Y.; Wang Z.; Ward T.E.; Wu J.; Wu M.; Xie D.; Xu Y.; Yang L.; Yang Q.; Zhong Q.; Zhou L. | 2020-01-01 | IEEE ROBOTICS AND AUTOMATION MAGAZINE | - | 1.01 Articolo in rivista | - |
| Latent replay for real-time continual learning | Pellegrini L.; Graffieti G.; Lomonaco V.; Maltoni D. | 2020-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Memory-Latency-Accuracy Trade-Offs for Continual Learning on a RISC-V Extreme-Edge Node | Ravaglia L.; Rusci M.; Capotondi A.; Conti F.; Pellegrini L.; Lomonaco V.; Maltoni D.; Benini L. | 2020-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | Memory-Latency-Accuracy.pdf |
| Rehearsal-Free Continual Learning over Small Non-IID Batches | Vincenzo Lomonaco, Davide Maltoni, Lorenzo Pellegrini | 2020-01-01 | - | - | 4.01 Contributo in Atti di convegno | Lomonaco_Rehearsal-Free_Continual_Learning_Over_Small_Non-I.I.D._Batches_CVPRW_2020_paper.pdf |
| Apprendimento Automatico Continuo per la Robotica e la Visione Artificiale | Vincenzo Lomonaco; Lorenzo Pellegrini; Davide Maltoni | 2019-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Continual Learning for Robotics: Definition, Framework, Learning, Strategies, Opportunities and Challenges | Timothée Lesort; Vincenzo Lomonaco; Andrei Stoian; Davide Maltoni; David Filliat; Natalia Díaz-Ro...dríguez | 2019-01-01 | - | - | 7.13 Rapporto tecnico | - |
| Continual Learning with Deep Architectures | Vincenzo Lomonaco | 2019-01-01 | - | - | 7.13 Rapporto tecnico | - |
| Continuous learning in single-incremental-task scenarios | Maltoni, Davide; Lomonaco, Vincenzo | 2019-01-01 | NEURAL NETWORKS | - | 1.01 Articolo in rivista | NN116-2019.pdf |
| Efficient Continual Learning in Neural Networks with Embedding Regularization | Jary Pomponi; Simone Scardapane; Vincenzo Lomonaco; Aurelio Uncini | 2019-01-01 | - | - | 7.13 Rapporto tecnico | - |
| Fine-Grained Continual Learning | Vincenzo Lomonaco; Davide Maltoni; Lorenzo Pellegrini | 2019-01-01 | - | - | 7.13 Rapporto tecnico | - |
| Latent Replay for Real-Time Continual Learning | Lorenzo Pellegrini; Gabriele Graffieti; Vincenzo Lomonaco; Davide Maltoni | 2019-01-01 | - | - | 7.13 Rapporto tecnico | - |
| OpenLORIS-Object: A Dataset and Benchmark towards Lifelong Object Recognition | Qi She; Fan Feng; Xinyue Hao; Qihan Yang; Chuanlin Lan; Vincenzo Lomonaco; Xuesong Shi; Zhengwei ...Wang; Yao Guo; Yimin Zhang; Fei Qiao; Rosa H. M. Chan | 2019-01-01 | - | - | 7.13 Rapporto tecnico | - |