Aurelio Uncini

Pubblicazioni

Titolo Pubblicato in Anno
CoVal-SGAN: A Complex-Valued Spectral GAN architecture for the effective audio data augmentation in construction sites Proceedings of 2022 International Joint Conference on Neural Networks (IJCNN) 2022
A New Class of Efficient Adaptive Filters for Online Nonlinear Modeling IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS. SYSTEMS 2022
A Meta-Learning Approach for Training Explainable Graph Neural Networks IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 2022
L3DAS22 CHALLENGE: LEARNING 3D AUDIO SOURCES IN A REAL OFFICE ENVIRONMENT ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings 2022
Hypercomplex Image- to- Image Translation Proceedings of the International Joint Conference on Neural Networks 2022
A multimodal deep network for the reconstruction of T2W MR images Progresses in Artificial Intelligence and Neural Systems 2021
Efficient data augmentation using graph imputation neural networks Progresses in Artificial Intelligence and Neural Systems 2021
Quaternion widely linear forecasting of air quality Progresses in Artificial Intelligence and Neural Systems 2021
Deep recurrent neural networks for audio classification in construction sites European signal processing conference 2021
A wide multimodal dense U-net for fast magnetic resonance imaging European signal processing conference 2021
Bayesian Neural Networks with Maximum Mean Discrepancy regularization NEUROCOMPUTING 2021
Deep Belief Network based audio classification for construction sites monitoring EXPERT SYSTEMS WITH APPLICATIONS 2021
Flexible generative adversarial networks with non-parametric activation functions Smart Innovation, Systems and Technologies 2021
A quaternion-valued variational autoencoder ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings 2021
L3DAS21 challenge: machine learning for 3D audio signal processing IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2021
An information-theoretic perspective on proper quaternion variational autoencoders ENTROPY 2021
Structured ensembles. An approach to reduce the memory footprint of ensemble methods NEURAL NETWORKS 2021
Fairdrop. Biased edge dropout for enhancing fairness in graph representation learning IEEE TRANSACTIONS ON ARTIFICIAL INTELLIGENCE 2021
Music genre classification using stacked auto-encoders Smart Innovation, Systems and Technologies 2020
Optimized training and scalable implementation of Conditional Deep Neural Networks with early exits for Fog-supported IoT applications INFORMATION SCIENCES 2020

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