4 papers
Photonic reservoir computing with dimensionally compressed readout
Gerald Kobi, Mohab Abdalla, Miguel C. Soriano +1
This work addresses a hardware constraint in reservoir computing: the limited size of the readout layer imposed by systems with a physical readout. We investigate a strategy to acc…
Organization of computation in reservoir computing
Mohab Abdalla, Damien Rontani
Reservoir computing exploits nonlinear dynamical systems to encode temporal inputs into high-dimensional state space representations. Although reservoir performance is often charac…
Deep Binarized Photonic Reservoir Computing for Ultrafast Multimedia Signal Processing
Muhammad Waqar Iqbal, Mohamad Alassir, Nicolas Marsal +1
We present a deep photonic neural network architecture based on ultrafast binary optical modulation from a digital micro-mirror device (DMD), optical scattering in random medium, h…
Scalable neuromorphic computing from autonomous spiking dynamics in a clockless reconfigurable chip
Eric Oliveira Gomes, Damien Rontani
We propose a scalable neuromorphic architecture based on spiking dynamics emerging from the autonomous time-continuous evolution of clockless (asynchronous) digital circuits. Imple…