Multi-mode fiber reservoir computing overcomes shallow neural networks classifiers

no code implementations • 10 Oct 2022 • Daniele Ancora, Matteo Negri, Antonio Gianfrate, Dimitris Trypogeorgos, Lorenzo Dominici, Daniele Sanvitto, Federico Ricci-Tersenghi, Luca Leuzzi

In the field of disordered photonics, a common objective is to characterize optically opaque materials for controlling light delivery or performing imaging.

Training a neural network with exciton-polariton optical nonlinearity

no code implementations • 23 Jul 2021 • Andrzej Opala, Riccardo Panico, Vincenzo Ardizzone, Barbara Pietka, Jacek Szczytko, Daniele Sanvitto, Michał Matuszewski, Dario Ballarini

In contrast to software simulations of neural networks, hardware implementations have often limited or no tunability.