Carta, Antonio
- Continual Pre-Training Mitigates Forgetting in Language and Vision
2022/05/19 by Cossu, Andrea, Tuytelaars, Tinne, Carta, Antonio +3 · 8 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Avalanche: an End-to-End Library for Continual Learning
2021/04/01 by Lomonaco, Vincenzo, Pellegrini, Lorenzo, Cossu, Andrea +25 · 6 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- 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
- 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
- A Comprehensive Empirical Evaluation on Online Continual Learning
2023/08/20 by Albin Soutif--Cormerais, Soutif--Cormerais, Albin, Antonio Carta +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
- Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph Classification
2021/03/22 by Antonio Carta, Andrea Cossu, Carta, Antonio +5 · 1 citation
Computer Science · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Advanced Graph Neural Networks
- Is Class-Incremental Enough for Continual Learning?
2021/12/06 by Cossu, Andrea, Graffieti, Gabriele, Pellegrini, Lorenzo +4 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Ex-Model: Continual Learning from a Stream of Trained Models
2021/12/13 by Carta, Antonio, Cossu, Andrea, Lomonaco, Vincenzo +1 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Projected Latent Distillation for Data-Agnostic Consolidation in Distributed Continual Learning
2023/03/28 by Antonio Carta, Carta, Antonio, Andrea Cossu +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)
- Class-Incremental Learning with Repetition
2023/01/26 by Hemati, Hamed, Cossu, Andrea, Carta, Antonio +5 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Improving Online Continual Learning Performance and Stability with Temporal Ensembles
2023/06/29 by Albin Soutif--Cormerais, Antonio Carta, Soutif--Cormerais, Albin +3 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- 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
- Learning Style-Aware Symbolic Music Representations by Adversarial Autoencoders
2020/01/15 by Andrea Valenti, Valenti, Andrea, Antonio Carta +3 · 1 citation
Computer Science · #Music and Audio Processing #Generative Adversarial Networks and Image Synthesis #Music Technology and Sound Studies
- Online Curvature-Aware Replay: Leveraging \mathbf2nd Order Information for Online Continual Learning
2025/02/03 by Edoardo Urettini, Antonio Carta, Urettini, Edoardo +1 · 1 citation
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Geophysical Methods and Applications #Indoor and Outdoor Localization Technologies #Machine Learning (cs.LG)