Foto del docente

Vincenzo Lomonaco

Assegnista di ricerca

Dipartimento di Informatica - Scienza e Ingegneria

Tutor didattico

Dipartimento di Informatica - Scienza e Ingegneria

Pubblicazioni

Lesort, Timothée; Lomonaco, Vincenzo; Stoian, Andrei; Maltoni, Davide; Filliat, David; Díaz-Rodríguez, Natalia, Continual learning for robotics: Definition, framework, learning strategies, opportunities and challenges, «INFORMATION FUSION», 2020, 58, pp. 52 - 68 [articolo]

Vincenzo Lomonaco; Lorenzo Pellegrini; Davide Maltoni, Apprendimento Automatico Continuo per la Robotica e la Visione Artificiale, in: Ital-IA: Convegno Nazionale CINI sull'Intelligenza Artificiale, 2019, pp. 1 - 3 (atti di: Ital-IA: Convegno Nazionale CINI sull'Intelligenza Artificiale, Roma, 18-03-2019) [Contributo in Atti di convegno]

Timothée Lesort; Vincenzo Lomonaco; Andrei Stoian; Davide Maltoni; David Filliat; Natalia Díaz-Rodríguez, Continual Learning for Robotics: Definition, Framework, Learning, Strategies, Opportunities and Challenges, 2019, pp. 35 . [rapporto tecnico]

Vincenzo Lomonaco, Continual Learning with Deep Architectures, 2019, pp. 150 . [rapporto tecnico]

Vincenzo Lomonaco; Karan Desai; Eugenio Culurciello; Davide Maltoni, Continual Reinforcement Learning in 3D Non-stationary Environments, 2019, pp. 12 . [rapporto tecnico]

Maltoni, Davide; Lomonaco, Vincenzo, Continuous learning in single-incremental-task scenarios, «NEURAL NETWORKS», 2019, 116, pp. 56 - 73 [articolo]

Jary Pomponi; Simone Scardapane; Vincenzo Lomonaco; Aurelio Uncini, Efficient Continual Learning in Neural Networks with Embedding Regularization, 2019, pp. 29 . [rapporto tecnico]

Vincenzo Lomonaco; Davide Maltoni; Lorenzo Pellegrini, Fine-Grained Continual Learning, 2019, pp. 12 . [rapporto tecnico]

Lorenzo Pellegrini; Gabriele Graffieti; Vincenzo Lomonaco; Davide Maltoni, Latent Replay for Real-Time Continual Learning, 2019, pp. 12 . [rapporto tecnico]

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, OpenLORIS-Object: A Dataset and Benchmark towards Lifelong Object Recognition, 2019, pp. 8 . [rapporto tecnico]

Russo, Daniel; Lomonaco, Vincenzo; Ciancarini, Paolo, A Machine Learning Approach for Continuous Development, in: Proceedings of 5th International Conference in Software Engineering for Defence Applications, 2018, 717, pp. 109 - 119 (atti di: 5th International Conference in Software Engineering for Defence Applications, Rome, Italy, May 2016) [Contributo in Atti di convegno]

Davide Maltoni; Vincenzo Lomonaco, Continuous Learning in Single-Incremental-Task Scenarios, 2018, pp. 26 . [rapporto tecnico]

Carpineti, Claudia; Lomonaco, Vincenzo; Bedogni, Luca; Felice, Marco Di; Bononi, Luciano, Custom Dual Transportation Mode Detection By Smartphone Devices Exploiting Sensor Diversity, in: 2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops), 2018, pp. 367 - 372 (atti di: 2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops), Athens, Greece, 19-23 March 2018) [Contributo in Atti di convegno]

Natalia Díaz-Rodríguez, Vincenzo Lomonaco, David Filliat, Davide Maltoni, Don't Forget, There is More than Forgetting: new Metrics for Continual Learning, in: Continual Learning Workshop at NeurIPS 2018, 2018, pp. 1 - 7 (atti di: Continual Learning Workshop at NeurIPS 2018, Montreal, 07-12-2018) [Contributo in Atti di convegno]

Vincenzo Lomonaco; Angelo Trotta; Marta Ziosi; Juan de Dios Yáñez Ávila; Natalia Díaz-Rodríguez, Intelligent Drone Swarm for Search and Rescue Operations at Sea, in: AI for Social Good Workshop at NIPS 2018, 2018, pp. 1 - 4 (atti di: AI for Social Good Workshop at NIPS 2018, Montreal, Canada, 7th December 2018) [atti di convegno-abstract]

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