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Quantum reservoir computing on random regular graphs

Moein N. Ivaki1, Achilleas Lazarides2, and Tapio Ala-Nissila1,2

  • 1Quantum Technology Finland Center of Excellence, Department of Applied Physics, Aalto University, P.O. Box 11000, FI-00076 Aalto, Finland
  • 2Interdisciplinary Centre for Mathematical Modelling and Department of Mathematical Sciences, Loughborough University, Loughborough, Leicestershire LE11 3TU, United Kingdom

Topology-enhanced superconducting qubit networks for in-sensor quantum information processing

J Settino, G G Luciano, A Di Bartolomeo, P Silvestrini, M Lisitskiy, B Ruggiero, and F Romeo

Quantum Sci. Technol. 11 015019 (2026)

Probing graph topology from local quantum measurements

Francesco Romeo and Jacopo Settino

Quantum Sci. Technol. 11 01LT01 (2026)

Edge of Many-Body Quantum Chaos in Quantum Reservoir Computing

Kaito Kobayashi and Yukitoshi Motome

Phys. Rev. Lett. 136 040602 (2026)

Signatures of quantum chaos and complexity in the Ising model on random graphs

G. J. Sreejith and Sandipan Manna

Phys. Rev. B 113 214322 (2026)

Optimal quantum reservoir learning in proximity to universality

Moein N. Ivaki, Matias Karjula, and Tapio Ala-Nissila

Phys. Rev. A 113 L060401 (2026)

A quantum reservoir computing approach to quantum stock price forecasting in technology-markets

Wendy Otieno, Alexandre Zagoskin, Alexander G. Balanov, Juan Totero Gongora, and Sergey E. Savel’ev

EPJ Quantum Technol. 13 97 (2026)

Forecasting low-dimensional turbulence via multi-dimensional hybrid quantum reservoir computing

L. Salatino, L. Mariani, A. Giordano, F. D’Amore, C. Mastroianni, L. Pontieri, A. Vinci, C. Gencarelli, L. Primavera, F. Plastina, J. Settino, and F. Carbone

Chaos: An Interdisciplinary Journal of Nonlinear Science 36 083110 (2026)

Memory-augmented hybrid quantum reservoir computing

J. Settino, L. Salatino, L. Mariani, F. D’Amore, M. Channab, L. Bozzolo, S. Vallisa, P. Barillà, A. Policicchio, N. Lo Gullo, A. Giordano, C. Mastroianni, and F. Plastina

Phys. Rev. Applied 24 024019 (2025)

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