Ghent University Academic Bibliography

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Modeling electronic response properties with an explicit-electron machine learning potential

Maarten Cools-Ceuppens (UGent) , Joni Dambre (UGent) and Toon Verstraelen (UGent)

(2022) JOURNAL OF CHEMICAL THEORY AND COMPUTATION. 18(3). p.1672-1691
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Wavelength dimension in waveguide-based photonic reservoir computing

Emmanuel Gooskens (UGent) , Floris Laporte, Chonghuai Ma (UGent) , Stijn Sackesyn (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2022) OPTICS EXPRESS. 30(9). p.15634-15647
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Anchor pruning for object detection

Maxim Bonnaerens (UGent) , Matthias Freiberger (UGent) and Joni Dambre (UGent)

(2022) COMPUTER VISION AND IMAGE UNDERSTANDING. 221.
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Hardware-Aware Mobile Building Block Evaluation for Computer Vision

Maxim Bonnaerens (UGent) , Matthias Freiberger (UGent) , Marian Verhelst and Joni Dambre (UGent)

(2022) Applied Sciences. 12(24).
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Photonic reservoir computing for nonlinear equalization of 64-QAM signals with a Kramers-Kronig receiver

Sarah Masaad (UGent) , Emmanuel Gooskens (UGent) , Stijn Sackesyn (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2022) European Conference on Optical Communication (ECOC 2022). p.1-4
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Distance-based delays in echo state networks

Stefan-Teodor Iacob (UGent) , Matthias Freiberger (UGent) and Joni Dambre (UGent)

(2022) Intelligent Data Engineering and Automated Learning (IDEAL 2022) : 23rd International Conference, IDEAL 2022, Proceedings. In Lecture notes in computer science 13756. p.211-222
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Leveraging frozen pretrained written language models for neural sign language translation

Mathieu De Coster (UGent) and Joni Dambre (UGent)

(2022) INFORMATION. 13(5).
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Photonic reservoir computing for nonlinear equalization of 64-QAM signals with a Kramers-Kronig receiver

Sarah Masaad (UGent) , Emmanuel Gooskens (UGent) , Stijn Sackesyn (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2022) NANOPHOTONICS.
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Progress, challenges and innovations of the SignON project

Vincent Vandeghinste, Mirella De Sisto, Dimitar Shterionov, Aoife Brady, Mathieu De Coster (UGent) , Lorraine Leeson, Josep Blat, Frankie Picron, Marcello Scipioni, Aditya Parikh, et al.

(2022) Computational Linguistics in the Netherlands (CLIN 32), Abstracts.
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Sign language translation : ongoing development, challenges and innovations in the SignON project

Dimitar Shterionov, Mirella De Sisto, Vincent Vandeghinste, Aoife Brady, Mathieu De Coster (UGent) , Lorraine Leeson, Josep Blat, Frankie Picron, Marcello Scipioni, Aditya Parikh, et al.

(2022) Proceedings of the 23rd Annual Conference of the European Association for Machine Translation. p.325-326
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Attention analysis of a sign language recognition task on the AUTSL dataset

Jeanne Coppin (UGent) , Mathieu De Coster (UGent) and Joni Dambre (UGent)

(2022) Computational Linguistics in the Netherlands (CLIN 32), Abstracts.
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BeCoS Corpus: Belgian Covid-19 Sign Language Corpus. A Corpus for Training Sign Language Recognition and Translation

Vincent Vandeghinste, Bob Van Dyck, Mathieu De Coster (UGent) , Maud Goddefroy and Joni Dambre (UGent)

(2022) Computational Linguistics in the Netherlands Journal. 12. p.7-17
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Addressing limited weight resolution in a fully optical neuromorphic reservoir computing readout

Chonghuai Ma (UGent) , Floris Laporte, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) SCIENTIFIC REPORTS. 11(1).
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Experimental demonstration of nonlinear fibre distortion compensation with integrated photonic reservoir computing

Stijn Sackesyn (UGent) , Chonghuai Ma (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) 2021 European Conference on Optical Communication (ECOC).
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Analysis of attention in child-robot interaction among children diagnosed with cognitive impairment

Luthffi Ismail, Fazah Akhtar Hanapiah, Tony Belpaeme (UGent) , Joni Dambre (UGent) and Francis wyffels (UGent)

(2021) INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS. 13(2). p.141-152
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Computing with integrated photonic reservoirs

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

(2021) Reservoir computing : theory, physical implementations, and applications. In Natural Computing Series p.397-419
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Silicon photonics for brain-inspired neuromorphic information processing

Peter Bienstman (UGent) , Joni Dambre (UGent) , Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma (UGent) , Emmanuel Gooskens (UGent) , Muhammed Gouda Ahmed Gouda (UGent) and Sarah Masaad (UGent)

(2021) 1st workshop on neuromorphic photonics, Abstracts.
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Photonic neuromorphic computing using silicon chips

Peter Bienstman (UGent) , Joni Dambre (UGent) , Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma (UGent) , Emmanuel Gooskens (UGent) , Muhammed Gouda Ahmed Gouda (UGent) and Sarah Masaad (UGent)

(2021) Huawei STW, Abstracts.
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Reservoir computing for high-speed photonic information processing (invited)

Peter Bienstman (UGent) , Joni Dambre (UGent) , Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma (UGent) , Emmanuel Gooskens (UGent) , Muhammed Gouda Ahmed Gouda (UGent) and Sarah Masaad (UGent)

(2021) Photonics in Switching and Computing, Abstracts.
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Photonic reservoir computing for high-speed neuromorphic computing applications

Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma (UGent) , Emmanuel Gooskens (UGent) , Muhammed Gouda Ahmed Gouda (UGent) , Sarah Masaad (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) 2021 Summer Topicals Meetings Series, Abstracts.
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Simulating self-learning in photorefractive optical reservoir computers

Floris Laporte, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) SCIENTIFIC REPORTS. 11(1).
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cREAtIve : reconfigurable embedded artificial intelligence

Poona Bahrebar (UGent) , Leon Denis, Maxim Bonnaerens (UGent) , Kristof Coddens, Joni Dambre (UGent) , Wouter Favoreel, Illia Khvastunov, Adrian Munteanu, Hung Nguyen-Duc, Stefan Schulte, et al.

(2021) CF '21, Proceedings of the 18th ACM International Conference on Computing Frontiers. p.194-199
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Experimental realization of integrated photonic reservoir computing for nonlinear fiber distortion compensation

Stijn Sackesyn (UGent) , Chonghuai Ma (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) OPTICS EXPRESS. 29(20). p.30991-30997
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Effect of compliance on morphological control of dynamic locomotion with HyQ

Gabriel Urbain, Victor Barasuol, Claudio Semini, Joni Dambre (UGent) and Francis wyffels (UGent)

(2021) AUTONOMOUS ROBOTS. 45(3). p.421-434
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Photonic neuromorphic computing using silicon chips

Peter Bienstman (UGent) , Joni Dambre (UGent) , Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma (UGent) , Emmanuel Gooskens (UGent) , Muhammed Gouda Ahmed Gouda (UGent) and Sarah Masaad (UGent)

(2021) bePOM - Belgian Photonics Online Meetup, Abstracts.
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Comparing different nonlinearities in readout systems for optical neuromorphic computing networks

Chonghuai Ma (UGent) , Joris Lambrecht (UGent) , Floris Laporte, Xin Yin (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) SCIENTIFIC REPORTS. 11(1).
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Isolated sign recognition from RGB video using pose flow and self-attention

Mathieu De Coster (UGent) , Mieke Van Herreweghe (UGent) and Joni Dambre (UGent)

(2021) 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). In IEEE Computer Society Conference on Computer Vision and Pattern Recognition workshops p.3441-3450
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Frozen pretrained transformers for neural sign language translation

Mathieu De Coster (UGent) , Karel D'Oosterlinck (UGent) , Marija Pizurica (UGent) , Paloma Rabaey (UGent) , Severine Verlinden, Mieke Van Herreweghe (UGent) and Joni Dambre (UGent)

(2021) Proceedings of the 1st International Workshop on Automatic Translation for Signed and Spoken Languages (AT4SSL). p.88-97
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The SignON project : a sign language translation framework

Dimitar Shterionov, Vincent Vandeghinste, Horacio Saggion, Josep Blat, Mathieu De Coster (UGent) , Joni Dambre (UGent) , Henk van den Heuvel, Irene Murtagh, Lorraine Leeson and Ineke Schuurman

(2021) Computational Linguistics in the Netherlands (CLIN 31), Abstracts.
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PyTorch-Hebbian : facilitating local learning in a deep learning framework

Jules Talloen, Alexander Vandesompele and Joni Dambre (UGent)

(2020) NeurIPS 2020 Beyond backpropagation Workshop.
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Photonic reservoir computing

Floris Laporte, Andrew Katumba (UGent) , Matthias Freiberger (UGent) , Chonghuai Ma (UGent) , Stijn Sackesyn (UGent) , Emmanuel Gooskens (UGent) , Alessio Lugnan (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2020) Photonic Integration Week, Abstracts.
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Self-organized dynamic attractors in recurrent neural networks

Benedikt Vettelschoss (UGent) , Matthias Freiberger (UGent) and Joni Dambre (UGent)

(2020) ESANN 2020, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Proceediings. p.585-590
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Dendritic computation in a point neuron model

Alexander Vandesompele, Francis wyffels (UGent) and Joni Dambre (UGent)

(2020) ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING, ICANN 2020, PT II. In Lecture Notes in Computer Science 12397. p.599-609
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Conditional BRUNO : a neural process for exchangeable labelled data

Iryna Korshunova, Yarin Gal, Arthur Gretton and Joni Dambre (UGent)

(2020) NEUROCOMPUTING. 416. p.305-309
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Machine learning issues and opportunities in ultrafast particle classification for label-free microflow cytometry

Alessio Lugnan (UGent) , Emmanuel Gooskens (UGent) , Jeremy Vatin, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2020) SCIENTIFIC REPORTS. 10(1).
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A training algorithm for networks of high-variability reservoirs

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

(2020) SCIENTIFIC REPORTS. 10(1).
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Stance control inspired by cerebellum stabilizes reflex-based locomotion on HyQ robot

Gabriel Urbain, Victor Barasuol, Claudio Semini, Joni Dambre (UGent) and Francis wyffels (UGent)

(2020) 2020 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA). In IEEE International Conference on Robotics and Automation ICRA p.6127-6133
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Photonic neuromorphic information processing and reservoir computing

Alessio Lugnan (UGent) , Andrew Katumba (UGent) , Floris Laporte, Matthias Freiberger (UGent) , Stijn Sackesyn (UGent) , C. Ma, Emmanuel Gooskens (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2020) APL PHOTONICS. 5(2).
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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 (UGent) , 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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Automatic detection of the aortic annular plane and coronary ostia from multidetector computed tomography

Patricio Astudillo, Peter Mortier, Johan Bosmans, Ole De Backer, Peter de Jaegere, Francesco Iannaccone, Matthieu De Beule and Joni Dambre (UGent)

(2020) JOURNAL OF INTERVENTIONAL CARDIOLOGY.
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Sign language recognition with transformer networks

Mathieu De Coster (UGent) , Mieke Van Herreweghe (UGent) and Joni Dambre (UGent)

(2020) PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION (LREC 2020). p.6018-6024
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Information processing and computation with photonic reservoir systems

Joni Dambre (UGent)

(2019) Photonic reservoir computing : optical recurrent neural networks. p.33-52
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Populations of spiking neurons for reservoir computing : closed loop control of a compliant quadruped

Alexander Vandesompele, Gabriel Urbain, Francis wyffels (UGent) and Joni Dambre (UGent)

(2019) COGNITIVE SYSTEMS RESEARCH. 58. p.317-323
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Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorch

Floris Laporte, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2019) SCIENTIFIC REPORTS. 9.
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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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A differentiable physics engine for deep learning in robotics

Jonas Degrave, Michiel Hermans, Joni Dambre (UGent) and Francis wyffels (UGent)

(2019) FRONTIERS IN NEUROROBOTICS. 13(6).
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Leveraging robotics research for children with autism : a review

Luthffi Ismail, Thibault Verhoeven (UGent) , Joni Dambre (UGent) and Francis wyffels (UGent)

(2019) INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS. 11(3). p.389-410
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Enabling automated device size selection for transcatheter aortic valve implantation

Patricio Astudillo, Peter Mortier, Johan Bosmans, Ole De Backer, Peter De Jaegere, Matthieu De Beule and Joni Dambre (UGent)

(2019) JOURNAL OF INTERVENTIONAL CARDIOLOGY. 2019.
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Combining evolutionary and adaptive control strategies for quadruped robotic locomotion

Elisa Massi, Lorenzo Vannucci, Ugo Albanese, Marie Claire Capolei, Alexander Vandesompele, Gabriel Urbain, Angelo Maria Sabatini, Joni Dambre (UGent) , Cecilia Laschi, Silvia Tolu, et al.

(2019) FRONTIERS IN NEUROROBOTICS. 13.
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Body randomization reduces the sim-to-real gap for compliant quadruped locomotion

Alexander Vandesompele, Gabriel Urbain, Hossain Mahmud, Francis wyffels (UGent) and Joni Dambre (UGent)

(2019) FRONTIERS IN NEUROROBOTICS. 13.

Modeling electronic response properties with an explicit-electron machine learning potential

Wavelength dimension in waveguide-based photonic reservoir computing

Anchor pruning for object detection

Hardware-Aware Mobile Building Block Evaluation for Computer Vision

Photonic reservoir computing for nonlinear equalization of 64-QAM signals with a Kramers-Kronig receiver

Distance-based delays in echo state networks

Leveraging frozen pretrained written language models for neural sign language translation

Photonic reservoir computing for nonlinear equalization of 64-QAM signals with a Kramers-Kronig receiver

Progress, challenges and innovations of the SignON project

Sign language translation : ongoing development, challenges and innovations in the SignON project

Attention analysis of a sign language recognition task on the AUTSL dataset

BeCoS Corpus: Belgian Covid-19 Sign Language Corpus. A Corpus for Training Sign Language Recognition and Translation

Addressing limited weight resolution in a fully optical neuromorphic reservoir computing readout

Experimental demonstration of nonlinear fibre distortion compensation with integrated photonic reservoir computing

Analysis of attention in child-robot interaction among children diagnosed with cognitive impairment

Computing with integrated photonic reservoirs

Silicon photonics for brain-inspired neuromorphic information processing

Photonic neuromorphic computing using silicon chips

Reservoir computing for high-speed photonic information processing (invited)

Photonic reservoir computing for high-speed neuromorphic computing applications

Simulating self-learning in photorefractive optical reservoir computers

cREAtIve : reconfigurable embedded artificial intelligence

Experimental realization of integrated photonic reservoir computing for nonlinear fiber distortion compensation

Effect of compliance on morphological control of dynamic locomotion with HyQ

Photonic neuromorphic computing using silicon chips

Comparing different nonlinearities in readout systems for optical neuromorphic computing networks

Isolated sign recognition from RGB video using pose flow and self-attention

Frozen pretrained transformers for neural sign language translation

The SignON project : a sign language translation framework

PyTorch-Hebbian : facilitating local learning in a deep learning framework

Photonic reservoir computing

Self-organized dynamic attractors in recurrent neural networks

Dendritic computation in a point neuron model

Conditional BRUNO : a neural process for exchangeable labelled data

Machine learning issues and opportunities in ultrafast particle classification for label-free microflow cytometry

A training algorithm for networks of high-variability reservoirs

Stance control inspired by cerebellum stabilizes reflex-based locomotion on HyQ robot

Photonic neuromorphic information processing and reservoir computing

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

Automatic detection of the aortic annular plane and coronary ostia from multidetector computed tomography

Sign language recognition with transformer networks

Information processing and computation with photonic reservoir systems

Populations of spiking neurons for reservoir computing : closed loop control of a compliant quadruped

Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorch

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

A differentiable physics engine for deep learning in robotics

Leveraging robotics research for children with autism : a review

Enabling automated device size selection for transcatheter aortic valve implantation

Combining evolutionary and adaptive control strategies for quadruped robotic locomotion

Body randomization reduces the sim-to-real gap for compliant quadruped locomotion