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Continual pre-training mitigates forgetting in language and vision 1-gen-2024 Cossu, Andrea; Carta, Antonio; Passaro, Lucia; Lomonaco, Vincenzo; Tuytelaars, Tinne; Bacciu, Davide
Deep continual learning for medical call incidents text classification under the presence of dataset shifts 1-gen-2024 Ferri, Pablo; Lomonaco, Vincenzo; Passaro, Lucia C.; Félix-De Castro, Antonio; Sánchez-Cuesta, Purificación; Sáez, Carlos; García-Gómez, Juan M.
Deep Reinforcement Learning for Network Slice Placement and the DeepNetSlice Toolkit 1-gen-2024 Pasquali, Alex; Lomonaco, Vincenzo; Bacciu, Davide; Paganelli, Federica
Projected Latent Distillation for Data-Agnostic Consolidation in distributed continual learning 1-gen-2024 Carta, Antonio; Cossu, Andrea; Lomonaco, Vincenzo; Bacciu, Davide; van de Weijer, Joost
A Comprehensive Empirical Evaluation on Online Continual Learning 1-gen-2023 Soutif-Cormerais, Albin; Carta, Antonio; Cossu, Andrea; Hurtado, Julio; Lomonaco, Vincenzo; Van de Weijer, Joost; Hemati, Hamed
AI-Toolkit: A Microservices Architecture for Low-Code Decentralized Machine Intelligence 1-gen-2023 Lomonaco, Vincenzo; Caro, Valerio De; Gallicchio, Claudio; Carta, Antonio; Sardianos, Christos; Varlamis, Iraklis; Tserpes, Konstantinos; Coppola, Massimo; Marmpena, Mina; Politi, Sevasti; Schoitsch, Erwin; Bacciu, Davide
Avalanche: A PyTorch Library for Deep Continual Learning 1-gen-2023 Carta, Antonio; Pellegrini, Lorenzo; Cossu, Andrea; Hemati, Hamed; Lomonaco, Vincenzo
Class-Incremental Learning with Repetition 1-gen-2023 Hemati, Hamed; Cossu, Andrea; Carta, Antonio; Hurtado, Julio; Pellegrini, Lorenzo; Bacciu, Davide; Lomonaco, Vincenzo; Damian, Borth
Deep Continual Learning (Dagstuhl Seminar 23122) 1-gen-2023 Tuytelaars, Tinne; Liu, Bing; Lomonaco, Vincenzo; van de Ven, Gido; Cossu, Andrea
Memory Population in Continual Learning via Outlier Elimination 1-gen-2023 Hurtado, Julio; Raymond-Sáez, Alain; Araujo, Vladimir; Lomonaco, Vincenzo; Soto, Alvaro; Bacciu, Davide
Partial Hypernetworks for Continual Learning 1-gen-2023 Hemati, Hamed; Lomonaco, Vincenzo; Bacciu, Davide; Borth, Damian
Prediction of Driver’s Stress Affection in Simulated Autonomous Driving Scenarios 1-gen-2023 De Caro, Valerio; Danzinger, Herbert; Gallicchio, Claudio; Könczöl, Clemens; Lomonaco, Vincenzo; Marmpena, Mina; Politi, Sevasti; Veledar, Omar; Bacciu, Davide
AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving 1-gen-2022 De Caro, V.; Bano, S.; Machumilane, A.; Gotta, A.; Cassara, P.; Carta, A.; Semola, R.; Sardianos, C.; Chronis, C.; Varlamis, I.; Tserpes, K.; Lomonaco, V.; Gallicchio, C.; Bacciu, D.
Avalanche RL: A Continual Reinforcement Learning Library 1-gen-2022 Lucchesi, N.; Carta, A.; Lomonaco, V.; Bacciu, D.
Continual Learning for Human State Monitoring 1-gen-2022 Matteoni, Federico; Cossu, Andrea; Gallicchio, Claudio; Lomonaco, Vincenzo; Bacciu, Davide
CVPR 2020 continual learning in computer vision competition: Approaches, results, current challenges and future directions 1-gen-2022 Lomonaco, V.; Pellegrini, L.; Rodriguez, P.; Caccia, M.; She, Q.; Chen, Y.; Jodelet, Q.; Wang, R.; Mai, Z.; Vazquez, D.; Parisi, G. I.; Churamani, N.; Pickett, M.; Laradji, I.; Maltoni, D.
Distilled Replay: Overcoming Forgetting Through Synthetic Samples 1-gen-2022 Rosasco, A.; Carta, A.; Cossu, A.; Lomonaco, V.; Bacciu, D.
Ex-Model: Continual Learning from a Stream of Trained Models 1-gen-2022 Carta, A.; Cossu, A.; Lomonaco, V.; Bacciu, D.
Is Class-Incremental Enough for Continual Learning? 1-gen-2022 Cossu, Andrea; Graffieti, Gabriele; Pellegrini, Lorenzo; Maltoni, Davide; Bacciu, Davide; Carta, Antonio; Lomonaco, Vincenzo
Practical Recommendations for Replay-Based Continual Learning Methods 1-gen-2022 Merlin, G.; Lomonaco, V.; Cossu, A.; Carta, A.; Bacciu, D.