Bayesian optimisation of large-scale photonic reservoir computers

6 April 2020

Papers citing "Bayesian optimisation of large-scale photonic reservoir computers"

9 / 9 papers shown

Title
Hyperparameter Optimization for Randomized Algorithms: A Case Study on Random Features Oliver R. A. Dunbar Nicholas H. Nelsen Maya Mutic 129 7 0 30 Jun 2024
Online training for high-performance analogue readout layers in photonic reservoir computers P. Antonik M. Haelterman Serge Massar 30 15 0 19 Dec 2020
Human action recognition with a large-scale brain-inspired photonic computer P. Antonik N. Marsal Daniel Brunner D. Rontani 56 132 0 06 Apr 2020
Forecasting Chaotic Systems with Very Low Connectivity Reservoir Computers Aaron Griffith Andrew Pomerance D. Gauthier 46 128 0 01 Oct 2019
A Tutorial on Bayesian Optimization P. Frazier GP 111 1,788 0 08 Jul 2018
Reinforcement Learning in a large scale photonic Recurrent Neural Network Julián Bueno S. Maktoobi L. Froehly Ingo Fischer M. Jacquot L. Larger Daniel Brunner 78 279 0 14 Nov 2017
Bayesian optimization of hyper-parameters in reservoir computing J. Yperman Thijs Becker TPM 54 32 0 16 Nov 2016
Online Training of an Opto-Electronic Reservoir Computer Applied to Real-Time Channel Equalisation P. Antonik F. Duport Michiel Hermans A. Smerieri M. Haelterman Serge Massar 50 64 0 20 Oct 2016
A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning E. Brochu Vlad M. Cora Nando de Freitas GP 138 2,448 0 12 Dec 2010