INFOLANET
INFOLANET INFORMATION PROCESSING WITH COUPLED LASER NETWORKS

  • I.P.: Apostolos Argyris, Miguel C. Soriano
  • Fecha de inicio: 1 de septiembre de 2023
  • Fecha de final: 30 de septiembre de 2026

In the INFOLANET project, we will combine the expertise of the PIs on dynamical systems and machine learning to advance information processing concepts, based on a high-speed photonic implementation. We anticipate that synchronization, understood in a broad sense, will be key to boost information processing performance. We aim to establish a network of coupled lasers that is able to generate diverse responses to the input stimulus (high-dimensionality of the responses) while keeping these responses reproducible for supervised learning (consistency of the responses). In order to comply with these apparently contradictory requirements, different aspects related to identical or generalized synchronization, stimulus-induced or autonomous synchronization, and transient or stable synchronization properties will need to be investigated to ultimately understand their impact on the performance.

Investigadores

Apostolos Argyris

Apostolos Argyris

Miguel C. Soriano

Miguel C. Soriano

Moritz Pflüger

Moritz Pflüger

Publicaciones recientes

Speedup of an all-optical delay-based reservoir computer via input rate increase and bandwidth enhancement

Goldmann, Mirko; Estébanez, Irene; Mirasso, Claudio R.; Fischer, Ingo; Argyris, Apostolos; Soriano, Miguel C.
Chaos 35, 073131 (2025)

Quantum machine learning via continuous-variable cluster states and teleportation

García-Beni, Jorge; Paparelle, Iris; Parigi, Valentina; Giorgi, Gian Luca; Soriano, Miguel C.; Zambrini, Roberta
EPJ Quantum Technology 12, 63 (2025)

Temperature stabilization with Hebbian learning using an autonomous optoelectronic dendritic unit

Ortín, Silvia; Pflüger, Moritz; Argyris, Apostolos
Frontiers of Optoelectronics 18, 7 (1-12) (2025)

Neural networks with quantum states of light

Labay-Mora, Adrià; García-Beni, Jorge; Giorgi, Gian Luca; Soriano, Miguel C.; Zambrini, Roberta
Philosophical Transactions of the Royal Society A 382, 20230346 (1-24) (2024)

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