Vincenzo Lomonaco

1. CORe50: a New Dataset and Benchmark for Continuous Object Recognition
   2017/05/09 by Vincenzo Lomonaco, Lomonaco, Vincenzo, Davide Maltoni +1 · 17 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #Machine Learning and ELM #Advanced Neural Network Applications
2. Continual Learning for Robotics: Definition, Framework, Learning\n Strategies, Opportunities and Challenges
   2019/06/29 by Timothée Lesort, Lesort, Timothée, Vincenzo Lomonaco +9 · 8 citations
   Computer Science · Medicine · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Viral Infections and Outbreaks Research
3. Don't forget, there is more than forgetting: new metrics for Continual\n Learning
   2018/10/31 by Natalia Díaz-Rodríguez, Vincenzo Lomonaco, Díaz-Rodríguez, Natalia +5 · 3 citations
   Computer Science · #68T05 #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Neural and Evolutionary Computing (cs.NE) #cs.AI #cs.CV #cs.LG #cs.NE #stat.ML
4. Avalanche: A PyTorch Library for Deep Continual Learning
   2023/02/02 by Antonio Carta, Carta, Antonio, Lorenzo Pellegrini +7 · 5 citations
   Computer Science · Medicine · #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
5. Continual Learning with Echo State Networks
   2021/05/17 by Andrea Cossu, Davide Bacciu, Cossu, Andrea +7 · 2 citations
   Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Neural Networks and Reservoir Computing
6. A Comprehensive Empirical Evaluation on Online Continual Learning
   2023/08/20 by Albin Soutif--Cormerais, Antonio Carta, Soutif--Cormerais, Albin +11 · 3 citations
   Computer Science · Medicine · #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Respiratory viral infections research
7. Memory Population in Continual Learning via Outlier Elimination
   2022/07/04 by Julio Hurtado, Hurtado, Julio, Alain Raymond-Sáez +9 · 2 citations
   Computer Science · Medicine · #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
8. Parameter-Efficient Continual Fine-Tuning: A Survey
   2025/04/18 by Eric Nuertey Coleman, Luigi Quarantiello, Coleman, Eric Nuertey +11 · 6 citations
   Computer Science · #cs.AI #cs.LG
9. Calibration of Continual Learning Models
   2024/04/11 by Lanpei Li, Elia Piccoli, Li, Lanpei +7 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
10. The Future of Continual Learning in the Era of Foundation Models: Three Key Directions
    2025/06/03 by Jack P. Bell, Luigi Quarantiello, Bell, Jack +13 · 5 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
11. CVPR 2020 Continual Learning in Computer Vision Competition: Approaches,\n Results, Current Challenges and Future Directions
    2020/09/14 by Vincenzo Lomonaco, Lorenzo Pellegrini, Lomonaco, Vincenzo +27 · 1 citation
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications
12. Projected Latent Distillation for Data-Agnostic Consolidation in Distributed Continual Learning
    2023/03/28 by Antonio Carta, Andrea Cossu, Carta, Antonio +7 · 1 citation
    Computer Science · Engineering · Medicine · #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Geophysical Methods and Applications #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
13. Adaptive AI-based Decentralized Resource Management in the Cloud-Edge Continuum
    2025/01/27 by Lanpei Li, Jack Bell, Li, Lanpei +5 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Cloud Computing and Resource Management #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
14. Continual Learning Should Move Beyond Incremental Classification
    2025/02/17 by Rupert Mitchell, Antonio Alliegro, Mitchell, Rupert +40 · 1 voice · 1 citation
    Computer Science · #Machine Learning and Algorithms #Machine Learning and Data Classification