Avalanche: An end-to-end library for continual learning

Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, +25

CINECA IRIS Institutial research information system (University of Pisa)

Artificial IntelligenceContinual LearningIncremental LearningEngineeringMachine Learning +12

Continual learning for recurrent neural networks: An empirical evaluation

Andrea Cossu, Antonio Carta, Vincenzo Lomonaco, +1

Neural Networks

Continual LearningIncremental LearningEngineeringMachine LearningSequential Learning +3

Sample Condensation in Online Continual Learning

Mattia Sangermano, Antonio Carta, Andrea Cossu, +1

2022 International Joint Conference on Neural Networks (IJCNN)

Artificial IntelligenceIncremental LearningEngineeringMachine LearningSequential Learning +15

Continual Learning with Gated Incremental Memories for sequential data processing

Andrea Cossu, Antonio Carta, Davide Bacciu

Artificial IntelligenceContinual LearningIncremental LearningEngineeringMachine Learning +12

Continual pre-training mitigates forgetting in language and vision

Andrea Cossu, Antonio Carta, Lucia Passaro, +3

Neural Networks

Is Class-Incremental Enough for Continual Learning?

Andrea Cossu, Gabriele Graffieti, Lorenzo Pellegrini, +4

Frontiers in Artificial Intelligence

A Comprehensive Empirical Evaluation on Online Continual Learning

Albin Soutif--Cormerais, Antonio Carta, Andrea Cossu, +4

Artificial IntelligenceFew-shot LearningIncremental LearningEngineeringMachine Learning +14

Continual Pre-Training Mitigates Forgetting in Language and Vision

Andrea Cossu, Antonio Carta, Lucia Passaro, +3

SSRN Electronic Journal

Continual Learning: Applications and the Road Forward

Eli Verwimp, Rahaf Aljundi, Shai Ben-David, +17

arXiv (Cornell University)

Continual Learning with Echo State Networks

Andrea Cossu, Davide Bacciu, Antonio Carta, +2

ESANN 2021 proceedings