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On the challenges to learn from Natural Data Streams


Jan 09, 2023
Guido Borghi, Gabriele Graffieti, Davide Maltoni

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Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual Learning


Jan 06, 2023
Vincenzo Lomonaco, Lorenzo Pellegrini, Gabriele Graffieti, Davide Maltoni

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* Book Chapter Preprint: 15 pages, 7 figures, 2 tables. arXiv admin note: text overlap with arXiv:1912.01100 

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Generative Negative Replay for Continual Learning


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

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

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Is Class-Incremental Enough for Continual Learning?


Dec 06, 2021
Andrea Cossu, Gabriele Graffieti, Lorenzo Pellegrini, Davide Maltoni, Davide Bacciu, Antonio Carta, Vincenzo Lomonaco

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* Under review 

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Continual Learning at the Edge: Real-Time Training on Smartphone Devices


May 24, 2021
Lorenzo Pellegrini, Vincenzo Lomonaco, Gabriele Graffieti, Davide Maltoni

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* 6 pages, 2 figures, 1 table 

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Avalanche: an End-to-End Library for Continual Learning


Apr 01, 2021
Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido van de Ven, Martin Mundt, Qi She, Keiland Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German I. Parisi, Fabio Cuzzolin, Andreas Tolias, Simone Scardapane, Luca Antiga, Subutai Amhad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni

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* Official Website: https://avalanche.continualai.org 

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IROS 2019 Lifelong Robotic Vision Challenge -- Lifelong Object Recognition Report


Apr 26, 2020
Qi She, Fan Feng, Qi Liu, Rosa H. M. Chan, Xinyue Hao, Chuanlin Lan, Qihan Yang, Vincenzo Lomonaco, German I. Parisi, Heechul Bae, Eoin Brophy, Baoquan Chen, Gabriele Graffieti, Vidit Goel, Hyonyoung Han, Sathursan Kanagarajah, Somesh Kumar, Siew-Kei Lam, Tin Lun Lam, Liang Ma, Davide Maltoni, Lorenzo Pellegrini, Duvindu Piyasena, Shiliang Pu, Debdoot Sheet, Soonyong Song, Youngsung Son, Zhengwei Wang, Tomas E. Ward, Jianwen Wu, Meiqing Wu, Di Xie, Yangsheng Xu, Lin Yang, Qiaoyong Zhong, Liguang Zhou

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* 9 pages, 11 figures, 3 tables, accepted into IEEE Robotics and Automation Magazine. arXiv admin note: text overlap with arXiv:1911.06487 

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