Ghent University Academic Bibliography

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Machine translation from signed to spoken languages : state of the art and challenges (01 Apr, 10.1007/s10209-023-00992-1, 2023)

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

(2025) UNIVERSAL ACCESS IN THE INFORMATION SOCIETY. In 24 1. p.953-957
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- Conference Paper
- C3
Explicit electrons in machine learning potentials

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

(2025) ML4SPEC25, Abstracts.
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- P1
Word synchronization challenge : a benchmark for word association responses for large language models

Tanguy Cazalets (UGent) and Joni Dambre (UGent)

(2025) HUMAN-COMPUTER INTERACTION, HCI 2025, PT V. In Lecture Notes in Computer Science 15770. p.3-19
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Reshaping reservoirs with hebbian plasticity : unsupervised adaptation that works

Tanguy Cazalets (UGent) and Joni Dambre (UGent)

(2025)
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Reshaping reservoirs with unsupervised Hebbian adaptation

Tanguy Cazalets (UGent) and Joni Dambre (UGent)

(2025) NATURE COMMUNICATIONS. 17(1).
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Human alignment : how much do we adapt to LLMs?

Tanguy Cazalets (UGent) , Ruben Janssens (UGent) , Tony Belpaeme (UGent) and Joni Dambre (UGent)

(2025) PROCEEDINGS OF THE 63RD ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, VOL 2 : SHORT PAPERS. p.603-613
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- Book Chapter
Een heldere kijk op artificiële intelligentie, machinelearning en Large Language Models

Joni Dambre (UGent)

(2024) Geneeskunde in tijden van AI : handvatten voor vandaag en morgen. p.21-48
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Machine translation from signed to spoken languages : state of the art and challenges

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

(2024) UNIVERSAL ACCESS IN THE INFORMATION SOCIETY. 23(3). p.1305-1331
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Sign languages as source language for machine translation : historical overview and challenges

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

(2024) Sign language machine translation. In Machine translation : technologies and applications 5. p.171-198
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Exploiting signal propagation delays to match task memory requirements in reservoir computing

Stefan-Teodor Iacob (UGent) and Joni Dambre (UGent)

(2024) BIOMIMETICS. 9(6).
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A photonics perspective on computing with physical substrates

S. Abreu, I. Boikov, M. Goldmann, T. Jonuzi, A. Lupo, Sarah Masaad (UGent) , L. Nguyen, E. Picco, G. Pourcel, A. Skalli, et al.

(2024) REVIEWS IN PHYSICS. 12.
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Memory-non-linearity trade-off in distance-based delay networks

Stefan-Teodor Iacob (UGent) and Joni Dambre (UGent)

(2024) BIOMIMETICS. 9(12).
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Querying a sign language dictionary with videos using dense vector search

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

(2023) 2023 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING WORKSHOPS, ICASSPW.
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An homeostatic activity-dependent structural plasticity algorithm for richer input combination

Tanguy Cazalets (UGent) and Joni Dambre (UGent)

(2023) 2023 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, IJCNN. In IEEE International Joint Conference on Neural Networks (IJCNN)
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Delay-sensitive local plasticity in echo state networks

Stefan-Teodor Iacob (UGent) , Spyridon Chavlis, Panayiota Poirazi and Joni Dambre (UGent)

(2023) 2023 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, IJCNN. In IEEE International Joint Conference on Neural Networks (IJCNN)
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Photonic reservoir computing for nonlinear equalization of 64-QAM signals with a Kramers-Kronig receiver

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

(2023) NANOPHOTONICS. 12(5). p.925-935
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A bio-inspired model for audio processing

Tanguy Cazalets (UGent) and Joni Dambre (UGent)

(2023) 2023 RIVF International Conference on Computing and Communication Technologies (RIVF). p.458-463
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Trends and challenges for sign language recognition with machine learning

J. Fink, Mathieu De Coster (UGent) , Joni Dambre (UGent) and B. Frénay

(2023) ESANN 2023, 31st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Proceedings. p.561-570
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Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths

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

(2023) SCIENTIFIC REPORTS. 13(1).
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Improving the classification accuracy in label-free flow cytometry using event-based vision and simple logistic regression

Muhammed Gouda Ahmed Gouda (UGent) , Alessio Lugnan (UGent) , Joni Dambre (UGent) , Gerd van den Branden, Christoph Posch and Peter Bienstman (UGent)

(2023) IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS. 29(2).
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Integrated photonic reservoir computing with an all-optical readout

Chonghuai Ma (UGent) , Joris Van Kerrebrouck (UGent) , Hong Deng, Stijn Sackesyn, Emmanuel Gooskens, Bing Bai, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2023) OPTICS EXPRESS. 31(21). p.34843-34854
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Photonic reservoir computing for wavelength multiplexed nonlinear fiber distortion mitigation

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

(2023) 2023 IEEE SILICON PHOTONICS CONFERENCE, SIPHOTONICS. In IEEE International Conference on Group IV Photonics
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Learned thresholds token merging and pruning for vision transformers

Maxim Bonnaerens and Joni Dambre (UGent)

(2023) TRANSACTIONS ON MACHINE LEARNING RESEARCH. 2023(08). p.1-16
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SignON : sign language translation : progress and challenges

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

(2023) Proceedings of the 24th Annual Conference of the European Association for Machine Translation. p.501-502
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Homeostatic activity-dependent structural plasticity in rate based neural networks for reacher input combination

Tanguy Cazalets (UGent) and Joni Dambre (UGent)

(2023) Bernstein Conference 2023, Abstracts.
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New insights on homeostatic activity-dependent structural plasticity in rate based neural networks

Tanguy Cazalets (UGent) and Joni Dambre (UGent)

(2023) 2023 International Conference on Neuromorphic, Natural and Physical Computing, Proceedings.
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Physical constraints on polarization and charge transport in machine-learning potentials

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

(2023) Designing the future : electro-, photo- and thermo-chemical water splitting, Abstracts.
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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). 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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Wavelength dimension in waveguide-based photonic reservoir computing

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

(2022) OPTICS EXPRESS. 30(9). p.15634-15647
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Hardware-aware mobile building block evaluation for computer vision

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

(2022) APPLIED SCIENCES-BASEL. 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, Stijn Sackesyn, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2022) 2022 EUROPEAN CONFERENCE ON OPTICAL COMMUNICATION (ECOC).
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Event-based vision for improved classification accuracy in label-free flow cytometry

Muhammed Gouda Ahmed Gouda (UGent) , Alessio Lugnan (UGent) , Joni Dambre (UGent) , Gerd Van den Branden, Christoph Posch and Peter Bienstman (UGent)

(2022) IEEE Benelux Photonics Chapter - Annual Symposium 2022. p.26-29
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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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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) 32nd Meeting of Computational Linguistics in The Netherlands, Abstracts.
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Attention analysis of a sign language recognition task on the AUTSL dataset

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

(2022) 32nd Meeting of Computational Linguistics in The Netherlands, 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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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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Anchor pruning for object detection

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

(2022) COMPUTER VISION AND IMAGE UNDERSTANDING. 221.
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Physically sound long-range interactions in machine-learning potentials

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

(2022) Twelfth triennial congress of the World Association of Theoretical and Computational Chemists, WATOC 2020.
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A physically sound basis for polarization in machine-learning force fields

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

(2022) Theory, and Computation of Energy Materials, Institute seminar at the Forschungszentrum Jülich's IEK-13, Abstracts.
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eQM7: a dataset for small molecules with Foster-Boys centers

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

(2021)
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A dataset for beta-glycine with Wannier centers

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

(2021)
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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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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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Computing with integrated photonic reservoirs

Joni Dambre (UGent) , Andrew Katumba (UGent) , Chonghuai Ma (UGent) , Stijn Sackesyn, 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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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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cREAtIve : reconfigurable embedded artificial intelligence

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

(2021) PROCEEDINGS OF THE 18TH ACM INTERNATIONAL CONFERENCE ON COMPUTING FRONTIERS 2021 (CF 2021). p.194-199
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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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Experimental realization of integrated photonic reservoir computing for nonlinear fiber distortion compensation

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

(2021) OPTICS EXPRESS. 29(20). p.30991-30997
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Photonic neuromorphic computing using silicon chips

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

(2021) Photonics in Switching and Computing, Abstracts.
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Experimental demonstration of nonlinear fibre distortion compensation with integrated photonic reservoir computing

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

(2021) 2021 European Conference on Optical Communication (ECOC).
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Photonic reservoir computing for high-speed neuromorphic computing applications

Alessio Lugnan (UGent) , Stijn Sackesyn, Chonghuai Ma (UGent) , Emmanuel Gooskens, 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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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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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) 31st Meeting of Computational Linguistics in The Netherlands, Abstracts.
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Silicon photonics for brain-inspired neuromorphic information processing

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

(2021) bePOM - Belgian Photonics Online Meetup, Abstracts.
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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 eMLP : a novel machine learning potential to model electronic properties with explicit-electrons

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

(2021) AutoCheMo International Reactive Force Field Workshop, Abstracts.
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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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Self-organized dynamic attractors in recurrent neural networks

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

Matthias Freiberger (UGent) , Stijn Sackesyn, 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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Photonic neuromorphic information processing and reservoir computing

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

(2020) APL PHOTONICS. 5(2).
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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, 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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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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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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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, Emmanuel Gooskens, Alessio Lugnan (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2020) Photonic Integration Week, Abstracts.
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Towards automatic sign language corpus annotation using deep learning

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

(2019) 6th Workshop on Sign Language Translation and Avatar Technology (SLTAT).
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All-optical readout for integrated photonic reservoir computing

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

(2019) 2019 21st International Conference on Transparent Optical Networks (ICTON).
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Neuromorphic information processing using silicon photonics

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

(2019) Active Photonic Platforms XI. In Proceedings of SPIE 11081.
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Towards safe and efficient pre-operative planning of transcatheter mitral valve interventions

Patricio Astudillo, Matthieu De Beule (UGent) , Joni Dambre (UGent) and Peter Mortier (UGent)

(2019) MORPHOLOGIE. 103(343). p.139-147
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Closed loop control of a compliant quadruped with spiking neural networks

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

(2019) Biologically inspired cognitive architectures 2019. In Advances in Intelligent Systems and Computing 948. p.547-555
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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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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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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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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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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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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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Classification of aortic valve morphology using a three-dimensional convolutional neural network

Cameron Dowling, Patricio Astudillo, Stephen Brecker, Matthieu De Beule (UGent) , Peter Mortier (UGent) and Joni Dambre (UGent)

(2019) PCR London Valves, Abstracts.
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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.
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Non-linear signal equalisation using silicon photonic reservoir computing

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

(2019) ECOC Machine Learning Workshop 2019, Abstracts.
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A power-efficient architecture for on-chip reservoir computing

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

(2019) Artificial neural networks and machine learning – ICANN 2019 : workshop and special sessions. In Lecture Notes in Computer Science 11731. p.161-164
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Design of a bio-inspired compliant quadruped robot for research on closed-loop locomotion control

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

(2019) 2nd HBP student conference : transdisciplinary research linking neuroscience, brain medicine and computer science : book of abstracts. p.68-69
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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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Silicon photonics reservoir computing at 32 Gbit/s

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

(2019) 2019 Workshop on Dynamical Systems and Brain-Inspired Information Processing, Abstracts.
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Photontorch : simulation and optimization of large photonic circuits using the deep learning framework PyTorch

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

(2019) 2019 IEEE Photonics Society Summer Topical Meeting Series (SUM).
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A CycleGAN for style transfer between drum and bass subgenres

Len Vande Veire, Tijl De Bie (UGent) and Joni Dambre (UGent)

(2019) ML4MD at ICML2019, Proceedings.
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Conditional BRUNO : a neural process for exchangeable labelled data

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

(2019) Proceedings of the 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2019). p.1-6
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Leveraging deep learning for eye contact analysis in child-robot interaction

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

(2019)
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Towards improved design and evaluation of epileptic seizure predictors

Iryna Korshunova, Pieter-Jan Kindermans, Jonas Degrave (UGent) , Thibault Verhoeven (UGent) , Benjamin Brinkmann and Joni Dambre (UGent)

(2018) IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING. 65(3). p.502-510
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Automated diagnosis of temporal lobe epilepsy in the absence of interictal spikes

Thibault Verhoeven (UGent) , Ana Coito, Gijs Plomp, Aljoscha Thomschewski, Francesca Pittau, Eugen Trinka, Roland Wiest, Karl Schaller, Christoph Michel, Margitta Seeck, et al.

(2018) NEUROIMAGE-CLINICAL. 17. p.10-15
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An enhanced architecture for silicon photonic reservoir computing

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

(2018) Cognitive Computing 2018 - Merging Concepts with Hardware. p.1-2

Machine translation from signed to spoken languages : state of the art and challenges (01 Apr, 10.1007/s10209-023-00992-1, 2023)

Explicit electrons in machine learning potentials

Word synchronization challenge : a benchmark for word association responses for large language models

Reshaping reservoirs with hebbian plasticity : unsupervised adaptation that works

Reshaping reservoirs with unsupervised Hebbian adaptation

Human alignment : how much do we adapt to LLMs?

Een heldere kijk op artificiële intelligentie, machinelearning en Large Language Models

Machine translation from signed to spoken languages : state of the art and challenges

Sign languages as source language for machine translation : historical overview and challenges

Exploiting signal propagation delays to match task memory requirements in reservoir computing

A photonics perspective on computing with physical substrates

Memory-non-linearity trade-off in distance-based delay networks

Querying a sign language dictionary with videos using dense vector search

An homeostatic activity-dependent structural plasticity algorithm for richer input combination

Delay-sensitive local plasticity in echo state networks

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

A bio-inspired model for audio processing

Trends and challenges for sign language recognition with machine learning

Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths

Improving the classification accuracy in label-free flow cytometry using event-based vision and simple logistic regression

Integrated photonic reservoir computing with an all-optical readout

Photonic reservoir computing for wavelength multiplexed nonlinear fiber distortion mitigation

Learned thresholds token merging and pruning for vision transformers

SignON : sign language translation : progress and challenges

Homeostatic activity-dependent structural plasticity in rate based neural networks for reacher input combination

New insights on homeostatic activity-dependent structural plasticity in rate based neural networks

Physical constraints on polarization and charge transport in machine-learning potentials

Distance-based delays in echo state networks

Leveraging frozen pretrained written language models for neural sign language translation

Wavelength dimension in waveguide-based photonic reservoir computing

Hardware-aware mobile building block evaluation for computer vision

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

Event-based vision for improved classification accuracy in label-free flow cytometry

BeCoS corpus : Belgian Covid-19 Sign language corpus : a corpus for training sign language recognition and translation

Progress, challenges and innovations of the SignON project

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

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

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

Anchor pruning for object detection

Physically sound long-range interactions in machine-learning potentials

A physically sound basis for polarization in machine-learning force fields

eQM7: a dataset for small molecules with Foster-Boys centers

A dataset for beta-glycine with Wannier centers

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

Effect of compliance on morphological control of dynamic locomotion with HyQ

Computing with integrated photonic reservoirs

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

cREAtIve : reconfigurable embedded artificial intelligence

Comparing different nonlinearities in readout systems for optical neuromorphic computing networks

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

Photonic neuromorphic computing using silicon chips

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

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

Photonic reservoir computing for high-speed neuromorphic computing applications

Simulating self-learning in photorefractive optical reservoir computers

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

The SignON project : a sign language translation framework

Silicon photonics for brain-inspired neuromorphic information processing

Photonic neuromorphic computing using silicon chips

Frozen pretrained transformers for neural sign language translation

The eMLP : a novel machine learning potential to model electronic properties with explicit-electrons

Dendritic computation in a point neuron model

Self-organized dynamic attractors in recurrent neural networks

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

Photonic neuromorphic information processing and reservoir computing

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

Sign language recognition with transformer networks

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

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

Photonic reservoir computing

Towards automatic sign language corpus annotation using deep learning

All-optical readout for integrated photonic reservoir computing

Neuromorphic information processing using silicon photonics

Towards safe and efficient pre-operative planning of transcatheter mitral valve interventions

Closed loop control of a compliant quadruped with spiking neural networks

Information processing and computation with photonic reservoir systems

Leveraging robotics research for children with autism : a review