Ghent University Academic Bibliography

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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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Emerging opportunities and challenges for the future of reservoir computing

Min Yan, Can Huang, Peter Bienstman (UGent) , Peter Tino, Wei Lin and Jie Sun

(2024) NATURE COMMUNICATIONS. 15(1).
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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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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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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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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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PyRCN : a toolbox for exploration and application of Reservoir Computing Networks

Peter Steiner, Azarakhsh Jalalvand (UGent) , Simon Stone and Peter Birkholz

(2022) ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. 113.
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Feature engineering and stacked echo state networks for musical onset detection

P. Steiner, Azarakhsh Jalalvand (UGent) , S. Stone and P. Birkholz

(2021) ICPR2020, 25th International Conference on Pattern Recognition, Proceedings. In International Conference on Pattern Recognition p.9537-9544
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Unsupervised pretraining of echo state networks for onset detection

Peter Steiner, Azarakhsh Jalalvand (UGent) and Peter Birkholz

(2021) ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING, ICANN 2021, PT V. In Lecture Notes in Computer Science 12895. p.59-70
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Acoustic modeling with hierarchical reservoirs

Fabian Triefenbach (UGent) , Azarakhsh Jalalvand (UGent) , Kris Demuynck (UGent) and Jean-Pierre Martens (UGent)

(2013) IEEE TRANSACTIONS ON AUDIO, SPEECH AND LANGUAGE PROCESSING. 21(11). p.2439-2450

Academic Bibliography

Reshaping reservoirs with unsupervised Hebbian adaptation

Emerging opportunities and challenges for the future of reservoir computing

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

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

Delay-sensitive local plasticity in echo state networks

Distance-based delays in echo state networks

PyRCN : a toolbox for exploration and application of Reservoir Computing Networks

Feature engineering and stacked echo state networks for musical onset detection

Unsupervised pretraining of echo state networks for onset detection

Acoustic modeling with hierarchical reservoirs

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