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Andrea Cossu
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Avalanche: A PyTorch Library for Deep Continual Learning


Feb 02, 2023
Antonio Carta, Lorenzo Pellegrini, Andrea Cossu, Hamed Hemati, Vincenzo Lomonaco

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Class-Incremental Learning with Repetition


Jan 26, 2023
Hamed Hemati, Andrea Cossu, Antonio Carta, Julio Hurtado, Lorenzo Pellegrini, Davide Bacciu, Vincenzo Lomonaco, Damian Borth

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* 19 pages 
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Continual Learning for Human State Monitoring


Jun 29, 2022
Federico Matteoni, Andrea Cossu, Claudio Gallicchio, Vincenzo Lomonaco, Davide Bacciu

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* 6 pages, 4 figures, 2 tables, ESANN 
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Sample Condensation in Online Continual Learning


Jun 23, 2022
Mattia Sangermano, Antonio Carta, Andrea Cossu, Davide Bacciu

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* Accepted as a conference paper at 2022 International Joint Conference on Neural Networks (IJCNN 2022). Part of 2022 IEEE World Congress on Computational Intelligence (IEEE WCCI 2022) 
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Continual Pre-Training Mitigates Forgetting in Language and Vision


May 19, 2022
Andrea Cossu, Tinne Tuytelaars, Antonio Carta, Lucia Passaro, Vincenzo Lomonaco, Davide Bacciu

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* under review 
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Practical Recommendations for Replay-based Continual Learning Methods


Mar 19, 2022
Gabriele Merlin, Vincenzo Lomonaco, Andrea Cossu, Antonio Carta, Davide Bacciu

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Ex-Model: Continual Learning from a Stream of Trained Models


Dec 13, 2021
Antonio Carta, Andrea Cossu, Vincenzo Lomonaco, Davide Bacciu

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Is Class-Incremental Enough for Continual Learning?


Dec 06, 2021
Andrea Cossu, Gabriele Graffieti, Lorenzo Pellegrini, Davide Maltoni, Davide Bacciu, Antonio Carta, Vincenzo Lomonaco

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* Under review 
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Sustainable Artificial Intelligence through Continual Learning


Nov 17, 2021
Andrea Cossu, Marta Ziosi, Vincenzo Lomonaco

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* Accepted at the 2021 International Conference on AI for People (CAIP) 
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Continual Learning with Echo State Networks


May 17, 2021
Andrea Cossu, Davide Bacciu, Antonio Carta, Claudio Gallicchio, Vincenzo Lomonaco

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* In review at ESANN 2021 
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