Ghent University Academic Bibliography

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Emergent self-adaptation in an integrated photonic neural network for backpropagation-free learning

Alessio Lugnan (UGent) , Samarth Aggarwal, Frank Brueckerhoff-Plueckelmann, C. David Wright, Wolfram H. P. Pernice, Harish Bhaskaran and Peter Bienstman (UGent)

(2025) ADVANCED SCIENCE. 12(2).
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Large-scale neural network in passive silicon photonics for biologically plausible learning

Alessio Lugnan (UGent) , Alessandro Foradori (UGent) , Stefano Biasi, Peter Bienstman (UGent) and Lorenzo Pavesi

(2024) MACHINE LEARNING IN PHOTONICS. In Proceedings of SPIE 13017.
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Learnable axonal delay in spiking neural networks improves spoken word recognition

Pengfei Sun (UGent) , Yansong Chua, Paul Devos (UGent) and Dick Botteldooren (UGent)

(2023) FRONTIERS IN NEUROSCIENCE. 17.
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Time-multiplexed optical systems for reservoir computing and coherent Ising machines

G. Van der Sande, F. Bohm, K. Harkhoe, J. Pauwels, Peter Bienstman (UGent) , T. Van Vaerenbergh and G. Verschaffelt

(2021) PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE). In Emerging Topics in Artificial Intelligence (ETAI) 11804.
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System-level simulation for integrated phase-change photonics

Santiago Garcia-Cuevas Carrillo, Alessio Lugnan (UGent) , Emanuele Gemo, Peter Bienstman (UGent) , Wolfram H. P. Pernice, Harish Bhaskaran and C. David Wright

(2021) JOURNAL OF LIGHTWAVE TECHNOLOGY. 39(20). p.6392-6402
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Improving time series recognition and prediction with networks and ensembles of passive photonic reservoirs

Matthias Freiberger (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma, Andrew Katumba (UGent) , Peter Bienstman (UGent) and Joni Dambre (UGent)

(2020) IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS. 26(1).
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Integrated photonic delay-lasers for reservoir computing

G. Van der Sande, K. Harkhoe, Andrew Katumba (UGent) , Peter Bienstman (UGent) and G. Verschaffelt

(2020) Physics and Simulation of Optoelectronic Devices XXVIII, SPIE Photonics West Conference. In Proceedings of SPIE 11274.
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A neuromorphic silicon photonics nonlinear equalizer for optical communications with intensity modulation and direct detection

Andrew Katumba (UGent) , Xin Yin (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2019) JOURNAL OF LIGHTWAVE TECHNOLOGY. 37(10). p.2232-2239
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Training passive photonic reservoirs with integrated optical readout

Matthias Freiberger (UGent) , Andrew Katumba (UGent) , Peter Bienstman (UGent) and Joni Dambre (UGent)

(2019) IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. 30(7). p.1943-1953
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Toward neuro-inspired computing using a small network of micro-ring resonators on an integrated photonic chip

Florian Denis-le Coarer, Matthias Freiberger (UGent) , Joni Dambre (UGent) , Peter Bienstman (UGent) , Damien Rontani, Andrew Katumba (UGent) and Marc Sciamanna

(2018) NEURO-INSPIRED PHOTONIC COMPUTING. In Proceedings of SPIE 10689. p.1-9

Academic Bibliography

Emergent self-adaptation in an integrated photonic neural network for backpropagation-free learning

Large-scale neural network in passive silicon photonics for biologically plausible learning

Learnable axonal delay in spiking neural networks improves spoken word recognition

Time-multiplexed optical systems for reservoir computing and coherent Ising machines

System-level simulation for integrated phase-change photonics

Improving time series recognition and prediction with networks and ensembles of passive photonic reservoirs

Integrated photonic delay-lasers for reservoir computing

A neuromorphic silicon photonics nonlinear equalizer for optical communications with intensity modulation and direct detection

Training passive photonic reservoirs with integrated optical readout

Toward neuro-inspired computing using a small network of micro-ring resonators on an integrated photonic chip

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