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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AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving

Caro, Valerio De; Bano, Saira; Machumilane, Achilles; Gotta, Alberto; Cassará, Pietro; Carta, Antonio; Sardianos, Christos; Chronis, Christos; Varlamis, Iraklis; Tserpes, Konstantinos; Lomonaco, Vincenzo; Gallicchio, Claudio; Bacciu, Davide

AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving Conference

Proceedings of the 20th International Conference on Pervasive Computing and Communications (PerCom 2022), 2022.

Links | BibTeX

 Predictive Auto-scaling with OpenStack Monasca

Lanciano, Giacomo; Galli, Filippo; Cucinotta, Tommaso; Bacciu, Davide; Passarella, Andrea

Predictive Auto-scaling with OpenStack Monasca Conference

Proceedings of the 14th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2021), 2021.

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

Encoding-based Memory for Recurrent Neural Networks

Carta, Antonio; Sperduti, Alessandro; Bacciu, Davide

Encoding-based Memory for Recurrent Neural Networks Journal Article

In: Neurocomputing, vol. 456, pp. 407-420, 2021.

Abstract | Links | BibTeX

Learning to Prevent Grasp Failure with Soft Hands: From Online Prediction to Dual-Arm Grasp Recovery

Averta, Giuseppe; Barontini, Federica; Valdambrini, Irene; Cheli, Paolo; Bacciu, Davide; Bianchi, Matteo

Learning to Prevent Grasp Failure with Soft Hands: From Online Prediction to Dual-Arm Grasp Recovery Journal Article

In: Advanced Intelligent Systems, 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

 Occlusion-based Explanations in Deep Recurrent Models for Biomedical Signals

Resta, Michele; Monreale, Anna; Bacciu, Davide

Occlusion-based Explanations in Deep Recurrent Models for Biomedical Signals Journal Article

In: Entropy, vol. 23, no. 8, pp. 1064, 2021, (Special issue on Representation Learning).

Abstract | Links | BibTeX

Federated Reservoir Computing Neural Networks

Bacciu, Davide; Sarli, Daniele Di; Faraji, Pouria; Gallicchio, Claudio; Micheli, Alessio

Federated Reservoir Computing Neural Networks Conference

Proceedings of the International Joint Conference on Neural Networks (IJCNN 2021), IEEE, 2021.

Abstract | Links | BibTeX

A Deep Classifier for Upper-Limbs Motor Anticipation Tasks in an Online BCI Setting

Michele Barsotti Andrea Valenti, Davide Bacciu; Ascari, Luca

A Deep Classifier for Upper-Limbs Motor Anticipation Tasks in an Online BCI Setting Journal Article

In: Bioengineering , 2021.

Links | BibTeX

 Short-Term Memory Optimization in Recurrent Neural Networks by Autoencoder-based Initialization

Carta, Antonio; Sperduti, Alessandro; Bacciu, Davide

Short-Term Memory Optimization in Recurrent Neural Networks by Autoencoder-based Initialization Workshop

34th Conference on Neural Information Processing Systems (NeurIPS 2020), Workshop on Beyond BackPropagation: Novel Ideas for Training Neural Architectures, 2020.

Abstract | Links | BibTeX

ROS-Neuro Integration of Deep Convolutional Autoencoders for EEG Signal Compression in Real-time BCIs

Valenti, Andrea; Barsotti, Michele; Brondi, Raffaello; Bacciu, Davide; Ascari, Luca

ROS-Neuro Integration of Deep Convolutional Autoencoders for EEG Signal Compression in Real-time BCIs Conference

Proceedings of the 2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC), IEEE, 2020.

Abstract | Links | 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