Author

M. C. Soriano

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Open access Aug 2026

Noise-Robust conceptors for physical reservoir computing: adaptation to perturbations

Conceptors are a powerful extension of reservoir computing (RC) that enable the selective recall and stabilization of internal dynamics. However, their application to physical RC remains challenging because measured reservoir states are inevitably affected by noise and physical perturbations. In this work, we propose a...

Gemma Infantes-Llinares, Hongki Kang, M. C. Soriano · Neuromorphic Computing and E... · 0 citations

#edge computing Preprint Sep 2026

Determinants of hyperparameter robustness in connectome reservoir computing

To examine the architectural determinants of robustness, perturbations that alter connectivity topology, excitatory/inhibitory sign structure, weight magnitudes, and weight placement are constructed while preserving complementary properties.

Miles Walter Churchland, R. de Palma Aristides, Jordi Garcia-Ojalvo et al. · 0 citations