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Andrea Ceni
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Year
Interpreting recurrent neural networks behaviour via excitable network attractors
A Ceni, P Ashwin, L Livi
Cognitive Computation 12 (2), 330-356, 2020
502020
Cross frequency coupling in next generation inhibitory neural mass models
A Ceni, S Olmi, A Torcini, D Angulo-Garcia
Chaos: An Interdisciplinary Journal of Nonlinear Science 30 (5), 2020
352020
The echo index and multistability in input-driven recurrent neural networks
A Ceni, P Ashwin, L Livi, C Postlethwaite
Physica D: Nonlinear Phenomena 412, 132609, 2020
192020
Orthogonality in Additive Reservoir Computing
A Ceni, C Gallicchio
arXiv preprint, 2022
12022
Random Oscillators Network for Time Series Processing
A Ceni, A Cossu, MW Stölzle, J Liu, C Della Santina, D Bacciu, ...
International Conference on Artificial Intelligence and Statistics, 4807-4815, 2024
2024
Sustainable Deep Learning for Time-series: Reservoir Computing
A Ceni, C Gallicchio, X Hinaut, G Milano, A Morrison
ECML-PKDD 2023-European Conference on Machine Learning and Principles and …, 2023
2023
Transitions in echo index and dependence on input repetitions
P Ashwin, A Ceni
arXiv preprint arXiv:2309.04728, 2023
2023
Edge of stability echo state networks
A Ceni, C Gallicchio
arXiv preprint arXiv:2308.02902, 2023
2023
Randomly Coupled Oscillators for Time Series Processing
A Ceni, A Cossu, J Liu, M Stölzle, C Della Santina, C Gallicchio, D Bacciu
ICML Workshop on New Frontiers in Learning, Control, and Dynamical Systems, 2023
2023
Improving Fairness via Intrinsic Plasticity in Echo State Networks
A Ceni, D Bacciu, V De Caro, C Gallicchio, L Oneto
Proceedings of the 33rd European Symposium on Artificial Neural Networks …, 2023
2023
Random orthogonal additive filters: a solution to the vanishing/exploding gradient of deep neural networks
A Ceni
arXiv preprint arXiv:2210.01245, 2022
2022
MyBreathingHeart: Literature Review and State of the Art
A Ceni, C Gallicchio, S Celi, E Vignali, V Gervasi
2022
Interpreting multi-stable behaviour in input-driven recurrent neural networks
A Ceni
PQDT-UK & Ireland, 2021
2021
Residual Reservoir Computing Neural Networks for Time-series Classification
A Ceni, C Gallicchio
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