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Johannes Nokkala
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Opportunities in quantum reservoir computing and extreme learning machines
P Mujal, R Martínez‐Peña, J Nokkala, J García‐Beni, GL Giorgi, ...
Advanced Quantum Technologies 4 (8), 2100027, 2021
822021
Gaussian states of continuous-variable quantum systems provide universal and versatile reservoir computing
J Nokkala, R Martínez-Peña, GL Giorgi, V Parigi, MC Soriano, R Zambrini
Communications Physics 4 (1), 53, 2021
662021
Reconfigurable optical implementation of quantum complex networks
J Nokkala, F Arzani, F Galve, R Zambrini, S Maniscalco, J Piilo, N Treps, ...
New Journal of Physics 20 (5), 053024, 2018
662018
Dynamical phase transitions in quantum reservoir computing
R Martínez-Peña, GL Giorgi, J Nokkala, MC Soriano, R Zambrini
Physical Review Letters 127 (10), 100502, 2021
522021
Complex quantum networks as structured environments: engineering and probing
J Nokkala, F Galve, R Zambrini, S Maniscalco, J Piilo
Scientific reports 6 (1), 26861, 2016
522016
Information processing capacity of spin-based quantum reservoir computing systems
R Martínez-Peña, J Nokkala, GL Giorgi, R Zambrini, MC Soriano
Cognitive Computation, 1-12, 2020
372020
Energy backflow in strongly coupled non-Markovian continuous-variable systems
G Guarnieri, J Nokkala, R Schmidt, S Maniscalco, B Vacchini
Physical Review A 94 (6), 062101, 2016
252016
High-performance reservoir computing with fluctuations in linear networks
J Nokkala, R Martínez-Peña, R Zambrini, MC Soriano
IEEE Transactions on Neural Networks and Learning Systems 33 (6), 2664-2675, 2021
142021
Analytical evidence of nonlinearity in qubits and continuous-variable quantum reservoir computing
P Mujal, J Nokkala, R Martínez-Peña, GL Giorgi, MC Soriano, R Zambrini
Journal of Physics: Complexity 2 (4), 045008, 2021
112021
Gaussian states provide universal and versatil quantum reservoir computing
J Nokkala, R Martínez-Peña, GL Giorgi, V Parigi, MC Soriano, R Zambrini
112020
Local probe for connectivity and coupling strength in quantum complex networks
J Nokkala, S Maniscalco, J Piilo
Scientific reports 8 (1), 13010, 2018
92018
Probing the spectral dimension of quantum network geometries
J Nokkala, J Piilo, G Bianconi
Journal of Physics: Complexity 2 (1), 015001, 2020
82020
Experimental optical simulator of reconfigurable and complex quantum environment
P Renault, J Nokkala, G Roeland, NY Joly, R Zambrini, S Maniscalco, ...
Prx quantum 4 (4), 040310, 2023
72023
Complex quantum networks: a topical review
J Nokkala, J Piilo, G Bianconi
arXiv preprint arXiv:2311.16265, 2023
62023
Online quantum time series processing with random oscillator networks
J Nokkala
Scientific Reports 13 (1), 7694, 2023
62023
Non-markovianity over ensemble averages in quantum complex networks
J Nokkala, S Maniscalco, J Piilo
Open Systems & Information Dynamics 24 (04), 1740018, 2017
52017
Spectral density and non markovianity measurements via graph state simulation
P Renault, J Nokkala, N Treps, J Piilo, V Parigi
Quantum Information and Measurement, W3A. 2, 2021
12021
Quantum reservoir computing in bosonic networks
P Mujal, J Nokkala, R Martinez-Peña, J García-Beni, GL Giorgi, ...
Emerging Topics in Artificial Intelligence (ETAI) 2021 11804, 20-29, 2021
12021
Transfer and routing of Gaussian states through quantum complex networks with and without community structure
M Hahto, J Nokkala, G García-Pérez, S Maniscalco, J Piilo
arXiv preprint arXiv:2403.05623, 2024
2024
Retrieving past quantum features with deep hybrid classical-quantum reservoir computing
J Nokkala, GL Giorgi, R Zambrini
arXiv preprint arXiv:2401.16961, 2024
2024
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Articles 1–20