Adaptive control of recurrent neural networks using conceptors

Pourcel, Guillaume; Goldmann, Mirko; Fischer, Ingo; Soriano, Miguel C.
Chaos 34, 103127 (2024)

Computing with Dynamical Systems: from implementations towards novel concepts

Goldmann, Mirko (Supervisors: Fischer, Ingo; Mirasso, Claudio R.; Soriano, Miguel C.)
PhD Thesis (2024)

A photonics perspective on computing with physical substrates

Abreu; Boikov; Goldmann, M.; Jonuzi; Lupo; Masaad; Nguyen; Picco; Pourcel; Skalli; Talandier, L.; Vettelschoss; Vlieg; Argyris, A.; Bienstman; Brunner; Dambre; Daudet; Domenech; Fischer, I.; Horst; Massar; Mirasso, C.R.; Offrein; Rossi; Soriano, M. C.; Sygletos; Turitsyn
Reviews in Physics 12, 100093 (2024)

Exploiting oscillatory dynamics of delay systems for reservoir computing

Goldmann, Mirko; Fischer, Ingo ; Mirasso, Claudio R.; Soriano, Miguel C.
Chaos 33, 093139 (2023)

Integrated programmable spectral filter for frequency-multiplexed neuromorphic computers

Jonuzi, Tigers; Lupo, Alessandro; Soriano, Miguel C.; Massar, Serge; Doménech, J. D.
Optics Express 31, 19255-19265 (2023)

Neural network learning with photonics and for photonic circuit design

Brunner, D.; Soriano, M. C.; Fan, S.
Nanophotonics 12, 773-775 (2023)

Learn one size to infer all: Exploiting translational symmetries in delay-dynamical and spatiotemporal systems using scalable neural networks

Goldmann, Mirko; Mirasso, Claudio R.; Fischer, Ingo; Soriano, Miguel C.
Physical Review E 106, 044211 (2022)

Information Processing Capacity of a Single-Node Reservoir Computer: An Experimental Evaluation

Vettelschoss, Benedikt; Röhm, André; Soriano, Miguel C.
IEEE Transactions on Neural Networks and Learning Systems 33, 2714-2725 (2022)

An integrated photorefractive analog matrix-vector multiplier for machine learning

Vlieg, Elger A.; Talandier, Lucas; Dangel, Roger; Horst, Folkert; Offrein, Bert J.
Applied Sciences 12, 4226 (1-11) (2022)

Photonic neuromorphic technologies in optical communications

Argyris, Apostolos
Nanophotonics 11, 5, 897-916 (2022)

Noise effects on time delay reservoir computing using silicon microring resonators

Donati, Giovanni; (Argyris, Apostolos; Mancinelli, Mattia; Mirasso, Claudio Ruben; Pavesi, Lorenzo; )
Integrated Optics: Devices, Materials, and Technologies XXVI, SPIE, 12004, 219--226 (2022)

56 GBaud PAM-4 100 km transmission system with photonic processing schemes

Estébanez, Irene; Li, Shi; Schwind, Janek; Fischer, Ingo; Pachnicke, Stephan; Argyris, Apostolos
Journal of Lightwave Technology 40, 1, 55-62 (2022)

Analog information processing with time-multiplexed optoelectronic systems

Goldmann, Mirko; Fischer, Ingo; Soriano, Miguel C.
Emerging Topics in Artificial Intelligence (ETAI) 2021, International Society for Optics and Photonics, 11804, 118041X (2021)

Exploiting transient dynamics of a time-multiplexed reservoir to boost the system performance

Goldmann, Mirko; Mirasso, Claudio R.; Fischer, Ingo; Soriano, Miguel C.
International Joint Conference on Neural Networks 2021, IEEE Computational Intelligence Society, International Neural Network Society, , (2021)

Predicting hidden structure in dynamical systems

Gauthier, Daniel J.; Fischer, Ingo
Nature Machine Intelligence 3, 281–282 (2021)

Introduction to JSTQE Issue on Photonics for Deep Learning and Neural Computing

Prucnal, P.R.; Shastri, B.J.; Fischer, I.; Brunner, D.
IEEE Journal of Selected Topics in Quantum Electronics 26 (1), 0200103 (1-3) (2020)

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