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It's all About Consistency: A Study on Memory Composition for Replay-Based Methods in Continual Learning


Jul 04, 2022
Julio Hurtado, Alain Raymond-Saez, Vladimir Araujo, Vincenzo Lomonaco, Davide Bacciu


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Continual Learning for Human State Monitoring


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

* 6 pages, 4 figures, 2 tables, ESANN 

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Continual-Learning-as-a-Service (CLaaS): On-Demand Efficient Adaptation of Predictive Models


Jun 14, 2022
Rudy Semola, Vincenzo Lomonaco, Davide Bacciu


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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

* under review 

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Generative Negative Replay for Continual Learning


Apr 12, 2022
Gabriele Graffieti, Davide Maltoni, Lorenzo Pellegrini, Vincenzo Lomonaco

* 18 pages, 10 figures, 16 tables, 2 algorithms. Under review 

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Avalanche RL: a Continual Reinforcement Learning Library


Mar 24, 2022
Nicolò Lucchesi, Antonio Carta, Vincenzo Lomonaco, Davide Bacciu

* Presented at the 21st International Conference on Image Analysis and Processing (ICIAP 2021) 

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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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AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving


Feb 09, 2022
Valerio De Caro, Saira Bano, Achilles Machumilane, Alberto Gotta, Pietro Cassará, Antonio Carta, Rudy Semola, Christos Sardianos, Christos Chronis, Iraklis Varlamis, Konstantinos Tserpes, Vincenzo Lomonaco, Claudio Gallicchio, 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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