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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

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

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CVPR 2020 Continual Learning in Computer Vision Competition: Approaches, Results, Current Challenges and Future Directions


Sep 14, 2020
Vincenzo Lomonaco, Lorenzo Pellegrini, Pau Rodriguez, Massimo Caccia, Qi She, Yu Chen, Quentin Jodelet, Ruiping Wang, Zheda Mai, David Vazquez, German I. Parisi, Nikhil Churamani, Marc Pickett, Issam Laradji, Davide Maltoni

* Pre-print v1: 12 pages, 3 figures, 8 tables 

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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

* 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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Online Continual Learning on Sequences


Mar 20, 2020
German I. Parisi, Vincenzo Lomonaco

* L. Oneto et al. (eds.), Recent Trends in Learning From Data, Studies in Computational Intelligence 896 

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Human Action Recognition and Assessment via Deep Neural Network Self-Organization


Feb 16, 2020
German I. Parisi


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Rethinking Continual Learning for Autonomous Agents and Robots


Jul 02, 2019
German I. Parisi, Christopher Kanan

* arXiv admin note: substantial text overlap with arXiv:1802.07569 

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A Personalized Affective Memory Neural Model for Improving Emotion Recognition


Apr 23, 2019
Pablo Barros, German I. Parisi, Stefan Wermter

* Accepted by the International Conference on Machine Learning 2019 (ICML2019) 

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On the role of neurogenesis in overcoming catastrophic forgetting


Nov 30, 2018
German I. Parisi, Xu Ji, Stefan Wermter

* Accepted to NIPS'18 Workshop on Continual Learning 

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