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Sustainable Artificial Intelligence through Continual Learning


Nov 17, 2021
Andrea Cossu, Marta Ziosi, Vincenzo Lomonaco

* Accepted at the 2021 International Conference on AI for People (CAIP) 

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Continual Learning with Echo State Networks


May 17, 2021
Andrea Cossu, Davide Bacciu, Antonio Carta, Claudio Gallicchio, Vincenzo Lomonaco

* In review at ESANN 2021 

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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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Distilled Replay: Overcoming Forgetting through Synthetic Samples


Mar 29, 2021
Andrea Rosasco, Antonio Carta, Andrea Cossu, Vincenzo Lomonaco, Davide Bacciu


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Continual Learning for Recurrent Neural Networks: an Empirical Evaluation


Mar 24, 2021
Andrea Cossu, Antonio Carta, Vincenzo Lomonaco, Davide Bacciu

* In submission 

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Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph Classification


Mar 22, 2021
Antonio Carta, Andrea Cossu, Federico Errica, Davide Bacciu

* Accepted at the 2021 Web Conference Workshop on Graph Learning Benchmarks (GLB 2021). Code available at https://github.com/diningphil/continual_learning_for_graphs 

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Continual Learning for Recurrent Neural Networks: a Review and Empirical Evaluation


Mar 12, 2021
Andrea Cossu, Antonio Carta, Vincenzo Lomonaco, Davide Bacciu

* In submission 

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Continual Learning with Gated Incremental Memories for sequential data processing


Apr 08, 2020
Andrea Cossu, Antonio Carta, Davide Bacciu

* Accepted as a conference paper at 2020 International Joint Conference on Neural Networks (IJCNN 2020). Part of 2020 IEEE World Congress on Computational Intelligence (IEEE WCCI 2020) 

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