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Author

M. C. Soriano

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Open access Aug 2026

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

Numerical simulations of leaky echo state networks under additive state noise and parameter drift show that CTC-based conceptors preserve the relevant internal dynamics and extend the operational range of the reservoir compared with standard conceptors and unconstrained reservoirs.

Gemma Infantes-Llinares, Hongki Kang, M. C. Soriano · 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

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