Antonio Carta

Teaching activity

Teaching responsibility for modules/courses

Teaching register

Lesson timetable

Research interests

Deep neural networks for non-stationary learning settings in computer vision (continual learning, model merging)

Publications

• GAS-Norm: Score-Driven Adaptive Normalization for Non-Stationary Time Series Forecasting in Deep Learning (Urettini, Edoardo; Atzeni, Daniele; Ramjattan, Reshawn J.; Carta, Antonio - 2024 - 4.1 Contributo in Atti di convegno)
• Projected Latent Distillation for Data-Agnostic Consolidation in distributed continual learning (Carta, Antonio; Cossu, Andrea; Lomonaco, Vincenzo; Bacciu, Davide; van de Weijer, Joost - 2024 - 1.1 Articolo in rivista)
• Continual pre-training mitigates forgetting in language and vision (Cossu, Andrea; Carta, Antonio; Passaro, Lucia; Lomonaco, Vincenzo; Tuytelaars, Tinne; Bacciu, Davide - 2024 - 1.1 Articolo in rivista)
• Updating knowledge in Large Language Models: an Empirical Evaluation (Marinelli Alberto, Roberto; Carta, Antonio; Passaro, Lucia - 2024 - 4.1 Contributo in Atti di convegno)
• Avalanche: A PyTorch Library for Deep Continual Learning (Carta, Antonio; Pellegrini, Lorenzo; Cossu, Andrea; Hemati, Hamed; Lomonaco, Vincenzo - 2023 - 1.1 Articolo in rivista)
• A Comprehensive Empirical Evaluation on Online Continual Learning (Soutif-Cormerais, Albin; Carta, Antonio; Cossu, Andrea; Hurtado, Julio; Lomonaco, Vincenzo; Van de Weijer, Joost; Hemati, Hamed - 2023 - 4.1 Contributo in Atti di convegno)
• A Simple Recipe to Meta-Learn Forward and Backward Transfer (Cetin, Edoardo; Carta, Antonio; Celiktutan, Oya - 2023 - 4.1 Contributo in Atti di convegno)
• Sample Condensation in Online Continual Learning (Sangermano, M; Carta, A; Cossu, A; Bacciu, D - 2022 - 4.1 Contributo in Atti di convegno)
• Ex-Model: Continual Learning from a Stream of Trained Models (Carta, A.; Cossu, A.; Lomonaco, V.; Bacciu, D. - 2022 - 4.1 Contributo in Atti di convegno)
• Continual learning for recurrent neural networks: An empirical evaluation (Cossu, A.; Carta, A.; Lomonaco, V.; Bacciu, D. - 2021 - 1.1 Articolo in rivista)

All publications by Antonio Carta on ARPI, the Research Archive of the University of Pisa