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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 

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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 

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Parallel photonic reservoir computing based on frequency multiplexing of neurons


Aug 25, 2020
Lorenz Butschek, Akram Akrout, Evangelia Dimitriadou, Marc Haelterman, Serge Massar

* 14 pages, 6 figures 

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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 

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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) 

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


Oct 20, 2016
Piotr Antonik, Fran├žois 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 

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Analog readout for optical reservoir computers


Sep 14, 2012
Anteo Smerieri, Fran├žois Duport, Yvan Paquot, Benjamin Schrauwen, Marc Haelterman, Serge Massar

* Advances in Neural Information Processing Systems (NIPS) 25, 953-961 (2012) 
* to appear in NIPS 2012 

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Optoelectronic Reservoir Computing


Nov 30, 2011
Yvan Paquot, Fran├žois Duport, Anteo Smerieri, Joni Dambre, Benjamin Schrauwen, Marc Haelterman, Serge Massar

* Scientific Reports 2, Article number: 287, (2012) 
* Contains main paper and two Supplementary Materials 

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