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Carta, Antonio

  1. 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)
  2. 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)
  3. 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
  4. 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
  5. 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
  6. 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
  7. 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)
  8. 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)
  9. 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)
  10. 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)
  11. 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)
  12. 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
  13. 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
  14. 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)