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Brain-Inspired Photonic Signal Processor for Generating Periodic Patterns and Emulating Chaotic Systems

Piotr Antonik , Marc Haelterman , Serge Massar
Physical Review Applied, 2017, 7 (5), ⟨10.1103/physrevapplied.7.054014⟩
Article dans une revue hal-03223211v1

Classification of human actions in videos with a large scale photonic reservoir computer

Piotr Antonik , Nicolas Marsal , Daniel Brunner , Damien Rontani
ICANN : International Conference on Artificial Neural Networks, 2019, Munich, Germany
Communication dans un congrès hal-02410733v1
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Online Training of an Opto-Electronic Reservoir Computer Applied to Real-Time Channel Equalization

Piotr Antonik , Francois Duport , Michiel Hermans , Anteo Smerieri , Marc Haelterman , et al.
IEEE Transactions on Neural Networks and Learning Systems, 2017, 28 (11), pp.2686 - 2698. ⟨10.1109/tnnls.2016.2598655⟩
Article dans une revue hal-03223204v1
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Online training for high-performance analogue readout layers in photonic reservoir computers

Piotr Antonik , Marc Haelterman , Serge Massar
Cognitive Computation, 2017, 9 (3), pp.297-306. ⟨10.1007/s12559-017-9459-3⟩
Article dans une revue hal-03223207v1
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Spying on chaos-based cryptosystems with reservoir computing

Piotr Antonik , Marvyn Gulina , Jaël Pauwels , Damien Rontani , Marc Haelterman , et al.
2018 International Joint Conference on Neural Networks, IJCNN 2018, Jul 2018, Rio de Janeiro, Brazil. pp.8489102, ⟨10.1109/IJCNN.2018.8489102⟩
Communication dans un congrès hal-02432576v1
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Embodiment of Learning in Electro-Optical Signal Processors

Michiel Hermans , Piotr Antonik , Marc Haelterman , Serge Massar
Physical Review Letters, 2016, 117 (12), pp.128301. ⟨10.1103/physrevlett.117.128301⟩
Article dans une revue hal-03223201v1
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Random pattern and frequency generation using a photonic reservoir computer with output feedback

Piotr Antonik , Michiel Hermans , Marc Haelterman , Serge Massar
Neural Processing Letters, 2018, 47 (3), pp.1041-1054. ⟨10.1007/s11063-017-9628-0⟩
Article dans une revue hal-03223215v1
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Large-Scale Spatiotemporal Photonic Reservoir Computer for Image Classification

Piotr Antonik , Nicolas Marsal , Damien Rontani
IEEE Journal of Selected Topics in Quantum Electronics, 2020, 26 (1), pp.1-12. ⟨10.1109/JSTQE.2019.2924138⟩
Article dans une revue hal-02403762v1
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Human action recognition with a large-scale brain-inspired photonic computer

Piotr Antonik , Nicolas Marsal , Daniel Brunner , Damien Rontani
Nature Machine Intelligence, 2019, 1 (11), pp.530-537. ⟨10.1038/s42256-019-0110-8⟩
Article dans une revue hal-02366976v1
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THz-Based monitoring of the deformation of the inner woven structure of glass fiber reinforced polymers

Pascal Pomarède , Jaume Calvo-de la Rosa , Piotr Antonik , Fodil Meraghni , David S. Citrin , et al.
IEEE Transactions on Terahertz Science and Technology, 2023, 13 (4), pp.396-404. ⟨10.1109/TTHZ.2023.3275278⟩
Article dans une revue hal-04273348v1

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

Piotr Antonik , Marvyn Gulina , Jaël Pauwels , Serge Massar
Physical Review E , 2018, 98 (1), ⟨10.1103/physreve.98.012215⟩
Article dans une revue hal-03223223v1
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Bayesian Optimisation of Large-scale Photonic Reservoir Computers

Piotr Antonik , Nicolas Marsal , Daniel Brunner , Damien Rontani
Cognitive Computation, 2021, pp.1-9. ⟨10.1007/s12559-020-09732-6⟩
Article dans une revue hal-03360041v1

Performance analysis of a large-scale photonic reservoir computer on image classification

Piotr Antonik , Nicolas Marsal , Daniel Brunner , Damien Rontani
NOLTA, 2018, Tarragone, Spain
Communication dans un congrès hal-01988736v1

Comparison of Feature Extraction Techniques for Handwritten Digit Recognition with a Photonic Reservoir Computer

Piotr Antonik , Nicolas Marsal , Daniel Brunner , Damien Rontani
ICANN : International Conference on Artificial Neural Networks, 2019, Munich, Germany
Communication dans un congrès hal-02410723v1
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Impact of optical coherence on the performance of large-scale spatiotemporal photonic reservoir computing systems

Romain Modeste Nguimdo , Piotr Antonik , Nicolas Marsal , Damien Rontani
Optics Express, 2020, 28 (19), pp.27989. ⟨10.1364/OE.400546⟩
Article dans une revue hal-02963023v1