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Andrea Cossu
Andrea Cossu
Assistant Professor, University of Pisa
Верификована је имејл адреса на unipi.it - Почетна страница
Наслов
Навело
Навело
Година
Avalanche: an end-to-end library for continual learning
V Lomonaco, L Pellegrini, A Cossu, A Carta, G Graffieti, TL Hayes, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
2242021
Continual learning for recurrent neural networks: an empirical evaluation
A Cossu, A Carta, V Lomonaco, D Bacciu
Neural Networks 143, 607-627, 2021
1252021
Continual pre-training mitigates forgetting in language and vision
A Cossu, A Carta, L Passaro, V Lomonaco, T Tuytelaars, D Bacciu
Neural Networks 179, 106492, 2024
662024
Distilled replay: Overcoming forgetting through synthetic samples
A Rosasco, A Carta, A Cossu, V Lomonaco, D Bacciu
International Workshop on Continual Semi-Supervised Learning, 104-117, 2021
502021
Sample condensation in online continual learning
M Sangermano, A Carta, A Cossu, D Bacciu
2022 International Joint Conference on Neural Networks (IJCNN), 01-08, 2022
452022
Continual Learning: Applications and the Road Forward
E Verwimp, S Ben-David, M Bethge, A Cossu, A Gepperth, TL Hayes, ...
Transactions of Machine Learning Research (TMLR), 2024
352024
Avalanche: A pytorch library for deep continual learning
A Carta, L Pellegrini, A Cossu, H Hemati, V Lomonaco
Journal of Machine Learning Research 24 (363), 1-6, 2023
332023
Continual learning with gated incremental memories for sequential data processing
A Cossu, A Carta, D Bacciu
2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020
332020
Is class-incremental enough for continual learning?
A Cossu, G Graffieti, L Pellegrini, D Maltoni, D Bacciu, A Carta, ...
Frontiers in Artificial Intelligence 5, 829842, 2022
292022
Practical recommendations for replay-based continual learning methods
G Merlin, V Lomonaco, A Cossu, A Carta, D Bacciu
International Conference on Image Analysis and Processing, 548-559, 2022
252022
A Comprehensive Empirical Evaluation on Online Continual Learning
A Soutif-Cormerais, A Carta, A Cossu, J Hurtado, V Lomonaco, ...
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023
23*2023
Catastrophic forgetting in deep graph networks: an introductory benchmark for graph classification
A Carta, A Cossu, F Errica, D Bacciu
The Web Conference (WWW) Workshop on Graph Learning Benchmarks (GLB 2021), 2021
182021
Continual learning with echo state networks
A Cossu, D Bacciu, A Carta, C Gallicchio, V Lomonaco
European Symposium on Artificial Neural Networks (ESANN), 2021
152021
Ex-model: Continual learning from a stream of trained models
A Carta, A Cossu, V Lomonaco, D Bacciu
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
142022
Sustainable artificial intelligence through continual learning
A Cossu, M Ziosi, V Lomonaco
CAIP 2021: Proceedings of the 1st International Conference on AI for People …, 2021
122021
Class-Incremental Learning with Repetition
H Hemati, A Cossu, A Carta, J Hurtado, L Pellegrini, D Bacciu, ...
2nd Conference on Lifelong Learning Agents (COLLAs), 2023
92023
Catastrophic Forgetting in Deep Graph Networks: A Graph Classification Benchmark
A Carta, A Cossu, F Errica, D Bacciu
Frontiers in artificial intelligence 5, 824655, 2022
92022
Continual Learning for Human State Monitoring
F Matteoni, A Cossu, C Gallicchio, V Lomonaco, D Bacciu
European Symposium on Artificial Neural Networks (ESANN), 2022
72022
A Protocol for Continual Explanation of SHAP
A Cossu, F Spinnato, R Guidotti, D Bacciu
European Symposium on Artificial Neural Networks (ESANN), 2023
42023
Projected latent distillation for data-agnostic consolidation in distributed continual learning
A Carta, A Cossu, V Lomonaco, D Bacciu, J van de Weijer
Neurocomputing 598, 127935, 2024
32024
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