Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Piotr Antonik

Random pattern and frequency generation using a photonic reservoir computer with output feedback


Dec 19, 2020
Piotr Antonik, Michiel Hermans, Marc Haelterman, Serge Massar

* Neural Processing Letters (Volume: 47, Pages: 1041-1054, 13 April 2017) 
* 15 pages, 9 figures. arXiv admin note: substantial text overlap with arXiv:1802.02026 

  Access Paper or Ask Questions

Online training for high-performance analogue readout layers in photonic reservoir computers


Dec 19, 2020
Piotr Antonik, Marc Haelterman, Serge Massar

* Cognitive Computation (Volume: 9, Pages: 297-306, 11 March 2017) 
* 11 pages, 5 figures 

  Access Paper or Ask Questions

Human action recognition with a large-scale brain-inspired photonic computer


Apr 06, 2020
Piotr Antonik, Nicolas Marsal, Daniel Brunner, Damien Rontani

* Nat Mach Intell 1, 530-537 (2019) 
* Authors' version before final reviews (12 pages, 4 figures) 

  Access Paper or Ask Questions

Large-scale spatiotemporal photonic reservoir computer for image classification


Apr 06, 2020
Piotr Antonik, Nicolas Marsal, Damien Rontani

* IEEE Journal of Selected Topics in Quantum Electronics (Volume: 26 , Issue: 1 , Jan.-Feb. 2020) 
* 12 pages, 9 figures 

  Access Paper or Ask Questions

Bayesian optimisation of large-scale photonic reservoir computers


Apr 06, 2020
Piotr Antonik, Nicolas Marsal, Daniel Brunner, Damien Rontani

* 10 pages, 5 figures 

  Access Paper or Ask Questions

Using a reservoir computer to learn chaotic attractors, with applications to chaos synchronisation and cryptography


Jun 27, 2018
Piotr Antonik, Marvyn Gulina, Jaël Pauwels, Serge Massar

* Phys. Rev. E 98, 012215 (2018) 
* 10 pages, 6 figures 

  Access Paper or Ask Questions

Brain-inspired photonic signal processor for periodic pattern generation and chaotic system emulation


Feb 06, 2018
Piotr Antonik, Marc Haelterman, Serge Massar

* Phys. Rev. Applied 7, 054014 -- Published 24 May 2017 
* 16 pages, 18 figures 

  Access Paper or Ask Questions

Embodiment of Learning in Electro-Optical Signal Processors


Oct 27, 2016
Michiel Hermans, Piotr Antonik, Marc Haelterman, Serge Massar

* Physical Review Letters 117, 128301 (2016) 
* Main text (5 pages, 2 figures) merged with the supplementary material (8 pages, 5 figures) 

  Access Paper or Ask Questions

Online Training of an Opto-Electronic Reservoir Computer Applied to Real-Time Channel Equalisation


Oct 20, 2016
Piotr Antonik, François Duport, Michiel Hermans, Anteo Smerieri, Marc Haelterman, Serge Massar

* IEEE Transactions on Neural Networks and Learning Systems ( Volume: 28, Issue: 11, Nov. 2017 ) 
* 13 pages, 10 figures 

  Access Paper or Ask Questions