Interpreting recurrent neural networks behaviour via excitable network attractors A Ceni, P Ashwin, L Livi Cognitive Computation 12 (2), 330-356, 2020 | 50 | 2020 |
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 | 36 | 2020 |
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 | 19 | 2020 |
Orthogonality in Additive Reservoir Computing A Ceni, C Gallicchio arXiv preprint, 2022 | 1 | 2022 |
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 | | |