activity
20082023
most citedReinforcement Learning in a large scale photonic Recurrent Neural Network

407 citations · 1.7k across the 34 of their papers we have counts for

collaborators

36 papers

physics.optics2023★ 2 cited

Direct coupling of nonlinear integrated cavities for all-optical reservoir computing

Ivan Boikov, Daniel Brunner, Alfredo De Rossi

We consider theoretically a network of directly coupled optical microcavities to implement a space-multiplexed optical neural network in an integrated nanophotonic circuit. Nonline…

physics.optics2023★ 3 cited

Linear Optical Random Projections Without Holography

Ruben Ohana, Daniel Hesslow, Daniel Brunner +2

We introduce a novel method to perform linear optical random projections without the need for holography. Our method consists of a computationally trivial combination of multiple i…

stat.ML2023★ 1 cited

Convergence and scaling of Boolean-weight optimization for hardware reservoirs

Louis Andreoli, Stéphane Chrétien, Xavier Porte +1

Hardware implementation of neural network are an essential step to implement next generation efficient and powerful artificial intelligence solutions. Besides the realization of a…

physics.optics2023★ 9 cited

Roadmap on Deep Learning for Microscopy

Giovanni Volpe, Carolina Wählby, Lei Tian +72

Through digital imaging, microscopy has evolved from primarily being a means for visual observation of life at the micro- and nano-scale, to a quantitative tool with ever-increasin…

physics.optics2023★ 6 cited

Deterministic and stochastic coarsening control in optically-addressed spatial light modulators subject to optical feedback

Vladimir V. Semenov, Xavier Porte, Laurent Larger +1

Phase separation accompanied by further domain growth and coarsening is a phenomenon common to a broad variety of dynamical systems. In this connection, controlling such processes…

physics.optics2023★ 14 cited

Additive 3D photonic integration that is CMOS compatible

Adria Grabulosa, Johnny Moughames, Xavier Porte +2

Today, continued miniaturization in electronic integrated circuits (ICs) appears to have reached its fundamental limit. At the same time, energy consumption due by communication be…