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Author

Sara Malacarne

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Preprint Aug 2026

Free-Probability Kernels for Zero-Rollout Hyperparameter Selection in Reservoir Computing

This work introduces a deterministic, pilot-informed selector for leaky linear reservoirs followed by coordinate-wise nonlinear features and positions free-probability kernels as deterministic surrogates for selecting reservoir operating regimes when validation rollouts are scarce.

Sara Malacarne, Andrea Ceni, Claudio Gallicchio · 0 citations

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