Andrea Cossu

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Davide BacciuDipartimento di Informatica, Università di PisaVerified email at di.unipi.it
Vincenzo LomonacoAssistant Professor @ Unipi, President @ ContinualAI.org, Co-Founder @ ContinualIST.comVerified email at unipi.it
Antonio CartaAssistant Professor @ Università di PisaVerified email at unipi.it
Tinne TuytelaarsKU Leuven - PSI, BelgiumVerified email at esat.kuleuven.be
Lorenzo PellegriniPost-Doc, Alma Mater Studiorum Università di BolognaVerified email at unibo.it
Joost van de WeijerComputer Vision Center, Universitat Autònoma de BarcelonaVerified email at cvc.uab.es
Claudio GallicchioTenure Track Assistant Professor at the Department of Computer Science, University of PisaVerified email at di.unipi.it
Julio HurtadoPhd PUC Chile, Innovation Research Associate CAMaCSVerified email at uc.cl
Federico ErricaSenior Research Scientist, NEC Laboratories EuropeVerified email at neclab.eu
Lucia C. PassaroUniversity of PisaVerified email at unipi.it
Mattia SangermanoVerified email at studenti.unipi.it
Andrea RosascoIstituto Italiano di TecnologiaVerified email at studenti.unipi.it
Gido M. van de VenPostdoctoral Associate, KU LeuvenVerified email at kuleuven.be
Bing LiuDistinguished Professor, University of Illinois at ChicagoVerified email at uic.edu
Gabriele GraffietiPhD Student, University of BolognaVerified email at unibo.it
DAVIDE MALTONIUniversity of BolognaVerified email at csr.unibo.it
Gabriele MerlinMax Planck Institute for Software SystemsVerified email at studenti.unipi.it
Albin Soutif--CormeraisPhD Student, CVC Center, UAB BarcelonaVerified email at cvc.uab.es
Christopher KananUniversity of RochesterVerified email at cs.rochester.edu
Eli VerwimpKU LeuvenVerified email at kuleuven.be

Andrea Cossu

Assistant Professor, University of Pisa

Verified email at unipi.it - Homepage

Continual Learning Lifelong Learning Recurrent Neural Networks


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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	196	2021
Continual learning for recurrent neural networks: an empirical evaluation A Cossu, A Carta, V Lomonaco, D Bacciu Neural Networks 143, 607-627, 2021	96	2021
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	39	2024
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	34	2022
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	34	2021
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	30	2020
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	25	2022
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	17	2022
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	16	2021
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	15	2023
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	14	2023
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	12	2022
Continual learning with echo state networks A Cossu, D Bacciu, A Carta, C Gallicchio, V Lomonaco European Symposium on Artificial Neural Networks (ESANN), 2021	12	2021
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	10	2024
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	7	2021
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	6	2023
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	5	2022
Continual Learning for Human State Monitoring F Matteoni, A Cossu, C Gallicchio, V Lomonaco, D Bacciu European Symposium on Artificial Neural Networks (ESANN), 2022	4	2022
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	2	2024
Random Oscillators Network for Time Series Processing A Ceni, A Cossu, MW Stölzle, J Liu, C Della Santina, D Bacciu, ... International Conference on Artificial Intelligence and Statistics, 4807-4815, 2024	1	2024

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