407 citations · 1.7k across the 34 of their papers we have counts for
8 papers · 1 filter
A complete, parallel and autonomous photonic neural network in a semiconductor multimode laser
Xavier Porte, Anas Skalli, Nasibeh Haghighi +3
Neural networks are one of the disruptive computing concepts of our time. However, they fundamentally differ from classical, algorithmic computing in a number of fundamental aspect…
Optical Neural Networks: The 3D connection
Niyazi Ulas Dinc, Demetri Psaltis, Daniel Brunner
We motivate a new canonical strategy for integrating photonic neural networks (NNs) by leveraging 3D printing. Our believe is that a NN's parallel and dense connectivity is not sca…
Developing of a photonic hardware platform for brain-inspired computing based on VCSEL arrays
T. Heuser, M. Pflüger, I. Fischer +3
Brain-inspired computing concepts like artificial neural networks have become promising alternatives to classical von Neumann computer architectures. Photonic neural networks targe…
Human action recognition with a large-scale brain-inspired photonic computer
Piotr Antonik, Nicolas Marsal, Daniel Brunner +1
The recognition of human actions in video streams is a challenging task in computer vision, with cardinal applications in e.g. brain-computer interface and surveillance. Deep learn…
Bayesian optimisation of large-scale photonic reservoir computers
Piotr Antonik, Nicolas Marsal, Daniel Brunner +1
Introduction. Reservoir computing is a growing paradigm for simplified training of recurrent neural networks, with a high potential for hardware implementations. Numerous experimen…
Noise-enhanced spatial-photonic Ising machine
Davide Pierangeli, Giulia Marcucci, Daniel Brunner +1
Ising machines are novel computing devices for the energy minimization of Ising models. These combinatorial optimization problems are of paramount importance for science and techno…