Matthias Freiberger
Matthias Freiberger
Postdoctoral Researcher, Ghent University
Verified email at Ugent.be
Title
Cited by
Cited by
Year
All-optical reservoir computing on a photonic chip using silicon-based ring resonators
F Denis-Le Coarer, M Sciamanna, A Katumba, M Freiberger, J Dambre, ...
IEEE Journal of Selected Topics in Quantum Electronics 24 (6), 1-8, 2018
242018
A multiple-input strategy to efficient integrated photonic reservoir computing
A Katumba, M Freiberger, P Bienstman, J Dambre
Cognitive Computation 9 (3), 307-314, 2017
202017
Neuromorphic computing based on silicon photonics and reservoir computing
A Katumba, M Freiberger, F Laporte, A Lugnan, S Sackesyn, C Ma, ...
IEEE Journal of Selected Topics in Quantum Electronics 24 (6), 1-10, 2018
152018
Training passive photonic reservoirs with integrated optical readout
M Freiberger, A Katumba, P Bienstman, J Dambre
IEEE transactions on neural networks and learning systems 30 (7), 1943-1953, 2018
132018
Photonic neuromorphic information processing and reservoir computing
A Lugnan, A Katumba, F Laporte, M Freiberger, S Sackesyn, C Ma, ...
APL Photonics 5 (2), 020901, 2020
92020
On-chip passive photonic reservoir computing with integrated optical readout
M Freiberger, A Katumba, P Bienstman, J Dambre
2017 IEEE International Conference on Rebooting Computing (ICRC), 1-4, 2017
72017
Improving time series recognition and prediction with networks and ensembles of passive photonic reservoirs
M Freiberger, S Sackesyn, C Ma, A Katumba, P Bienstman, J Dambre
IEEE Journal of Selected Topics in Quantum Electronics 26 (1), 1-11, 2019
62019
Towards Deep Physical Reservoir Computing Through Automatic Task Decomposition And Mapping
M Freiberger, P Bienstman, J Dambre
arXiv preprint arXiv:1910.13332, 2019
22019
Neuromorphic information processing using silicon photonics
P Bienstman, J Dambre, A Katumba, M Freiberger, F Laporte, A Lugnan, ...
Active Photonic Platforms XI 11081, 110811I, 2019
22019
Photonic reservoir computing: a brain-inspired approach for information processing
P Bienstman, J Dambre, A Katumba, M Freiberger, F Laporte, A Lugnan
Optical Fiber Communication Conference, M4F. 4, 2018
22018
Self-organized dynamic attractors in recurrent neural networks
B Vettelschoss, M Freiberger, J Dambre
ESANN2020, the European Symposium on Artificial Neural Networks …, 2020
12020
Improving time series prediction with ensembles of integrated photonic reservoirs
M Freiberger, P Bienstman, J Dambre
Cognitive Computing 2018, 1-2, 2018
12018
Passive integrated photonics reservoir computing with on-chip readout for telecommunication applications
A Katumba, M Freiberger, J Dambre, P Bienstman
Dynamical Systems and Brain-Inspired Computing Conference, 1-1, 2017
12017
A training algorithm for networks of high-variability reservoirs
M Freiberger, P Bienstman, J Dambre
Scientific reports 10 (1), 1-11, 2020
2020
Photonic Reservoir Computing
F Laporte, A Katumba, M Freiberger, C Ma, S Sackesyn, E Gooskens, ...
Photonic Integration Week, 2020
2020
Scaling up Integrated Photonic Reservoirs towards Low-Power High-Bandwidth Computing
M Freiberger
Ghent University, 2020
2020
3 Integrated on-chip reservoirs
A Katumba, M Freiberger, F Laporte, A Lugnan, CM StijnSackesyn, ...
Photonic Reservoir Computing: Optical Recurrent Neural Networks, 53, 2019
2019
Silicon photonics reservoir computing at 32 Gbit/s
P Bienstman, J Dambre, A Katumba, M Freiberger, F Laporte, A Lugnan, ...
5th Workshop on Dynamical Systems and Brain-Inspired Information Processing, 2019
2019
Non-linear signal equalisation using silicon photonic reservoir computing
P Bienstman, J Dambre, A Katumba, M Freiberger, F Laporte
ECOC machine learning workshop, 2019
2019
Toward neuro-inspired computing using a small network of micro-ring resonators on an integrated photonic chip
F Denis-le Coarer, D Rontani, A Katumba, M Freiberger, J Dambre, ...
Neuro-inspired Photonic Computing 10689, 1068908, 2018
2018
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Articles 1–20