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cs.LG2026
Free-Probability Kernels for Zero-Rollout Hyperparameter Selection in Reservoir Computing
Sara Malacarne, Andrea Ceni, Claudio Gallicchio
Reservoir computing (RC) couples a fixed recurrent dynamical system with a trained lightweight readout, but this efficiency is partly lost during hyperparameter selection: the recu…
cs.LG2026
Frequency Domain Reservoir Computing
Klaus Schertler, Xiomara Runge, Andrea Ceni +2
While the quadratic sequence-length bottleneck of transformers has fueled a resurgence in recurrent models, effectively capturing complex dynamics requires architectures that balan…
cs.LG2022★ 2 cited
Euler State Networks: Non-dissipative Reservoir Computing
Claudio Gallicchio
Inspired by the numerical solution of ordinary differential equations, in this paper we propose a novel Reservoir Computing (RC) model, called the Euler State Network (EuSN). The p…