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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Modular Representations for Weak Disentanglement

Valenti, Andrea; Bacciu, Davide

Modular Representations for Weak Disentanglement Conference

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

Abstract | Links | BibTeX

 Leveraging Relational Information for Learning Weakly Disentangled Representations

Valenti, Andrea; Bacciu, Davide

Leveraging Relational Information for Learning Weakly Disentangled Representations Conference

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

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

Calliope - A Polyphonic Music Transformer

Valenti, Andrea; Berti, Stefano; Bacciu, Davide

Calliope - A Polyphonic Music Transformer Conference

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

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

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

 Learning a Latent Space of Style-Aware Music Representations by Adversarial Autoencoders

Valenti, Andrea; Carta, Antonio; Bacciu, Davide

Learning a Latent Space of Style-Aware Music Representations by Adversarial Autoencoders Conference

Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020), 2020.

Links | BibTeX

Incremental training of a recurrent neural network exploiting a multi-scale dynamic memory

Carta, Antonio; Sperduti, Alessandro; Bacciu, Davide

Incremental training of a recurrent neural network exploiting a multi-scale dynamic memory Conference

Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2020 (ECML-PKDD 2020), Springer International Publishing, 2020.

Abstract | BibTeX

Sequential Sentence Embeddings for Semantic Similarity

Bacciu, Davide; Carta, Antonio

Sequential Sentence Embeddings for Semantic Similarity Conference

Proceedings of the 2019 IEEE Symposium Series on Computational Intelligence (SSCI'19), IEEE, 2019.

Abstract | Links | BibTeX

Linear Memory Networks

Bacciu, Davide; Carta, Antonio; Sperduti, Alessandro

Linear Memory Networks Conference

Proceedings of the 28th International Conference on Artificial Neural Networks (ICANN 2019), , vol. 11727, Lecture Notes in Computer Science Springer-Verlag, 2019.

Abstract | Links | BibTeX