Publications

Here you can find a consolidated (a.k.a. slowly updated) list of my publications. A frequently updated (and possibly noisy) list of works is available on my Google Scholar profile.

Please find below a short list of highlight publications for my recent activity.

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Partial Hypernetworks for Continual Learning

Hemati, Hamed; Lomonaco, Vincenzo; Bacciu, Davide; Borth, Damian

Partial Hypernetworks for Continual Learning Conference

Proceedings of the International Conference on Lifelong Learning Agents (CoLLAs 2023), Proceedings of Machine Learning Research, 2023.

BibTeX

Class-Incremental Learning with Repetition

Hemati, Hamed; Cossu, Andrea; Carta, Antonio; Hurtado, Julio; Pellegrini, Lorenzo; Bacciu, Davide; Lomonaco, Vincenzo; Borth, Damian

Class-Incremental Learning with Repetition Conference

Proceedings of the International Conference on Lifelong Learning Agents (CoLLAs 2023), Proceedings of Machine Learning Research, 2023.

BibTeX

AI-Toolkit: a Microservices Architecture for Low-Code Decentralized Machine Intelligence

Lomonaco, Vincenzo; Caro, Valerio De; Gallicchio, Claudio; Carta, Antonio; Sardianos, Christos; Varlamis, Iraklis; Tserpes, Konstantinos; Coppola, Massimo; Marpena, Mina; Politi, Sevasti; Schoitsch, Erwin; Bacciu, Davide

AI-Toolkit: a Microservices Architecture for Low-Code Decentralized Machine Intelligence Conference

Proceedings of 2023 IEEE International Conference on Acoustics, Speech and Signal Processing, 2023.

Abstract | BibTeX

Continual adaptation of federated reservoirs in pervasive environments

Caro, Valerio De; Gallicchio, Claudio; Bacciu, Davide

Continual adaptation of federated reservoirs in pervasive environments Journal Article

In: Neurocomputing, pp. 126638, 2023, ISSN: 0925-2312.

Abstract | Links | BibTeX

Continual Learning for Human State Monitoring

Matteoni, Federico; Cossu, Andrea; Gallicchio, Claudio; Lomonaco, Vincenzo; Bacciu, Davide

Continual Learning for Human State Monitoring Conference

Proceedings of the 30th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2022), 2022.

Abstract | Links | BibTeX

Sample Condensation in Online Continual Learning

Sangermano, Matteo; Carta, Antonio; Cossu, Andrea; Lomonaco, Vincenzo; Bacciu, Davide

Sample Condensation in Online Continual Learning Conference

Proceedings of the 2022 IEEE World Congress on Computational Intelligence, IEEE, 2022.

Abstract | Links | BibTeX

Continual-Learning-as-a-Service (CLaaS): On-Demand Efficient Adaptation of Predictive Models

Semola, Rudy; Lomonaco, Vincenzo; Bacciu, Davide

Continual-Learning-as-a-Service (CLaaS): On-Demand Efficient Adaptation of Predictive Models Workshop

Proc. of the 1st International Workshop on Pervasive Artificial Intelligence, 2022 IEEE World Congress on Computational Intelligence, 2022.

Abstract | Links | BibTeX

Ex-Model: Continual Learning from a Stream of Trained Models

Carta, Antonio; Cossu, Andrea; Lomonaco, Vincenzo; Bacciu, Davide

Ex-Model: Continual Learning from a Stream of Trained Models Conference

Proceedings of the CVPR 2022 Workshop on Continual Learning , IEEE 2022.

Abstract | Links | BibTeX

Avalanche RL: a Continual Reinforcement Learning Library

Lucchesi, Nicolò; Carta, Antonio; Lomonaco, Vincenzo; Bacciu, Davide

Avalanche RL: a Continual Reinforcement Learning Library Conference

Proceedings of the 21st International Conference on Image Analysis and Processing (ICIAP 2021), 2022.

Abstract | Links | BibTeX

Catastrophic Forgetting in Deep Graph Networks: a Graph Classification benchmark

Carta, Antonio; Cossu, Andrea; Errica, Federico; Bacciu, Davide

Catastrophic Forgetting in Deep Graph Networks: a Graph Classification benchmark Journal Article

In: Frontiers in Artificial Intelligence , 2022.

Abstract | Links | BibTeX

Continual Learning for Recurrent Neural Networks: an Empirical Evaluation

Cossu, Andrea; Carta, Antonio; Lomonaco, Vincenzo; Bacciu, Davide

Continual Learning for Recurrent Neural Networks: an Empirical Evaluation Journal Article

In: Neural Networks, vol. 143, pp. 607-627, 2021.

Abstract | Links | BibTeX

 Continual Learning with Echo State Networks

Cossu, Andrea; Bacciu, Davide; Carta, Antonio; Gallicchio, Claudio; Lomonaco, Vincenzo

Continual Learning with Echo State Networks Conference

Proceedings of the 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2021) , vol. 275-280, 2021.

Abstract | Links | BibTeX

Supporting Privacy Preservation by Distributed and Federated Learning on the Edge

Schoitsch, Erwin; Mylonas, Georgios (Ed.)

Supporting Privacy Preservation by Distributed and Federated Learning on the Edge Periodical

ERCIM News, vol. 127, 2021, visited: 30.09.2021.

Links | BibTeX

TEACHING - Trustworthy autonomous cyber-physical applications through human-centred intelligence

Bacciu, Davide; Akarmazyan, Siranush; Armengaud, Eric; Bacco, Manlio; Bravos, George; Calandra, Calogero; Carlini, Emanuele; Carta, Antonio; Cassara, Pietro; Coppola, Massimo; Davalas, Charalampos; Dazzi, Patrizio; Degennaro, Maria Carmela; Sarli, Daniele Di; Dobaj, Jürgen; Gallicchio, Claudio; Girbal, Sylvain; Gotta, Alberto; Groppo, Riccardo; Lomonaco, Vincenzo; Macher, Georg; Mazzei, Daniele; Mencagli, Gabriele; Michail, Dimitrios; Micheli, Alessio; Peroglio, Roberta; Petroni, Salvatore; Potenza, Rosaria; Pourdanesh, Farank; Sardianos, Christos; Tserpes, Konstantinos; Tagliabò, Fulvio; Valtl, Jakob; Varlamis, Iraklis; Veledar, Omar (Ed.)

TEACHING - Trustworthy autonomous cyber-physical applications through human-centred intelligence Conference

Proceedings of the 2021 IEEE International Conference on Omni-Layer Intelligent Systems (COINS) , 2021.

Abstract | Links | BibTeX

Distilled Replay: Overcoming Forgetting through Synthetic Samples

Rosasco, Andrea; Carta, Antonio; Cossu, Andrea; Lomonaco, Vincenzo; Bacciu, Davide

Distilled Replay: Overcoming Forgetting through Synthetic Samples Workshop

IJCAI 2021 workshop on continual semi-supervised learning (CSSL 2021) , 2021.

Abstract | Links | BibTeX

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

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

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

Proceedings of the CVPR 2021 Workshop on Continual Learning , IEEE, 2021.

Links | BibTeX

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

Carta, Antonio; Cossu, Andrea; Errica, Federico; Bacciu, Davide

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

The Web Conference 2021 Workshop on Graph Learning Benchmarks (GLB21), 2021.

Abstract | BibTeX

Continual Learning with Gated Incremental Memories for Sequential Data Processing

Cossu, Andrea; Carta, Antonio; Bacciu, Davide

Continual Learning with Gated Incremental Memories for Sequential Data Processing Conference

Proceedings of the 2020 IEEE World Congress on Computational Intelligence, 2020.

Links | BibTeX