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21 Publications
2024 | Published | Journal Article | IST-REx-ID: 14841
A structurally precise mechanism links an epilepsy-associated KCNC2 potassium channel mutation to interneuron dysfunction
J. Clatot, C. Currin, Q. Liang, T. Pipatpolkai, S.L. Massey, I. Helbig, L. Delemotte, T.P. Vogels, M. Covarrubias, E.M. Goldberg, Proceedings of the National Academy of Sciences of the United States of America 121 (2024).
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J. Clatot, C. Currin, Q. Liang, T. Pipatpolkai, S.L. Massey, I. Helbig, L. Delemotte, T.P. Vogels, M. Covarrubias, E.M. Goldberg, Proceedings of the National Academy of Sciences of the United States of America 121 (2024).
2024 | Epub ahead of print | Journal Article | IST-REx-ID: 14887 | 
Dynamic and selective engrams emerge with memory consolidation
D. Feitosa Tomé, Y. Zhang, T. Aida, O. Mosto, Y. Lu, M. Chen, S. Sadeh, D.S. Roy, C. Clopath, Nature Neuroscience (2024).
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D. Feitosa Tomé, Y. Zhang, T. Aida, O. Mosto, Y. Lu, M. Chen, S. Sadeh, D.S. Roy, C. Clopath, Nature Neuroscience (2024).
2023 | Published | Book Chapter | IST-REx-ID: 12866
Altered childhood brain development in autism and epilepsy
C. Currin, C. Beyer, in:, B. Halpern-Felsher (Ed.), Encyclopedia of Child and Adolescent Health, 1st ed., Elsevier, 2023, pp. 86–98.
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C. Currin, C. Beyer, in:, B. Halpern-Felsher (Ed.), Encyclopedia of Child and Adolescent Health, 1st ed., Elsevier, 2023, pp. 86–98.
2023 | Published | Thesis | IST-REx-ID: 14422
Synapseek: Meta-learning synaptic plasticity rules
B.J. Confavreux, Synapseek: Meta-Learning Synaptic Plasticity Rules, Institute of Science and Technology Austria, 2023.
[Published Version]
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B.J. Confavreux, Synapseek: Meta-Learning Synaptic Plasticity Rules, Institute of Science and Technology Austria, 2023.
2023 | Published | Journal Article | IST-REx-ID: 14666 |
Metabolically regulated spiking could serve neuronal energy homeostasis and protect from reactive oxygen species
C. Chintaluri, T.P. Vogels, Proceedings of the National Academy of Sciences of the United States of America 120 (2023).
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C. Chintaluri, T.P. Vogels, Proceedings of the National Academy of Sciences of the United States of America 120 (2023).
2023 | Research Data Reference | IST-REx-ID: 14892 |
douglastome/dynamic-engrams: Dynamic and selective engrams emerge with memory consolidation
D. Feitosa Tomé, (2023).
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D. Feitosa Tomé, (2023).
2023 | Published | Conference Paper | IST-REx-ID: 14993 |
A framework for grassroots research collaboration in machine learning and global health
C. Currin, M.N. Asiedu , C. Fourie, B. Rosman, H. Turki, A. Lambebo Tonja, J. Abbott, M. Ajala, S.A. Adedayo, C.C. Emezue, D. Machangara, in:, 1st Workshop on Machine Learning & Global Health, OpenReview, 2023.
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C. Currin, M.N. Asiedu , C. Fourie, B. Rosman, H. Turki, A. Lambebo Tonja, J. Abbott, M. Ajala, S.A. Adedayo, C.C. Emezue, D. Machangara, in:, 1st Workshop on Machine Learning & Global Health, OpenReview, 2023.
2022 | Published | Preprint | IST-REx-ID: 8125 |
High capacity and dynamic accessibility in associative memory networks with context-dependent neuronal and synaptic gating
W.F. Podlaski, E.J. Agnes, T.P. Vogels, BioRxiv (2022).
[Preprint]
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W.F. Podlaski, E.J. Agnes, T.P. Vogels, BioRxiv (2022).
2022 | Published | Conference Paper | IST-REx-ID: 13239 |
Predictive learning enables neural networks to learn complex working memory tasks
T.L. Van Der Plas, T.P. Vogels, S.G. Manohar, in:, Proceedings of Machine Learning Research, ML Research Press, 2022, pp. 518–531.
[Published Version]
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T.L. Van Der Plas, T.P. Vogels, S.G. Manohar, in:, Proceedings of Machine Learning Research, ML Research Press, 2022, pp. 518–531.
2022 | Published | Journal Article | IST-REx-ID: 11143 |
Developmentally regulated impairment of parvalbumin interneuron synaptic transmission in an experimental model of Dravet syndrome
K. Kaneko, C. Currin, K.M. Goff, E.R. Wengert, A. Somarowthu, T.P. Vogels, E.M. Goldberg, Cell Reports 38 (2022).
[Published Version]
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K. Kaneko, C. Currin, K.M. Goff, E.R. Wengert, A. Somarowthu, T.P. Vogels, E.M. Goldberg, Cell Reports 38 (2022).
2022 | Published | Journal Article | IST-REx-ID: 12009 |
Developmental depression-to-facilitation shift controls excitation-inhibition balance
D.W. Jia, T.P. Vogels, R.P. Costa, Communications Biology 5 (2022).
[Published Version]
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D.W. Jia, T.P. Vogels, R.P. Costa, Communications Biology 5 (2022).
2022 | Published | Journal Article | IST-REx-ID: 12084 |
Regimes and mechanisms of transient amplification in abstract and biological neural networks
G. Christodoulou, T.P. Vogels, E.J. Agnes, PLoS Computational Biology 18 (2022).
[Published Version]
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G. Christodoulou, T.P. Vogels, E.J. Agnes, PLoS Computational Biology 18 (2022).
2022 | Published | Journal Article | IST-REx-ID: 12225 |
Depolarization of echo chambers by random dynamical nudge
C. Currin, S.V. Vera, A. Khaledi-Nasab, Scientific Reports 12 (2022).
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C. Currin, S.V. Vera, A. Khaledi-Nasab, Scientific Reports 12 (2022).
2022 | Published | Journal Article | IST-REx-ID: 10753 |
A familiar thought: Machines that replace us?
B.J. Confavreux, T.P. Vogels, Neuron 110 (2022) 361–362.
[Published Version]
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B.J. Confavreux, T.P. Vogels, Neuron 110 (2022) 361–362.
2021 | Published | Journal Article | IST-REx-ID: 8253 |
The remarkable robustness of surrogate gradient learning for instilling complex function in spiking neural networks
F. Zenke, T.P. Vogels, Neural Computation 33 (2021) 899–925.
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F. Zenke, T.P. Vogels, Neural Computation 33 (2021) 899–925.
2021 | Published | Journal Article | IST-REx-ID: 8757 |
Talking science, online
P. Bozelos, T.P. Vogels, Nature Reviews Neuroscience 22 (2021) 1–2.
[Published Version]
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P. Bozelos, T.P. Vogels, Nature Reviews Neuroscience 22 (2021) 1–2.
2021 | Published | Conference Paper | IST-REx-ID: 11453 |
Online learning of neural computations from sparse temporal feedback
L. Braun, T.P. Vogels, in:, Advances in Neural Information Processing Systems - 35th Conference on Neural Information Processing Systems, Neural Information Processing Systems Foundation, 2021, pp. 16437–16450.
[Published Version]
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L. Braun, T.P. Vogels, in:, Advances in Neural Information Processing Systems - 35th Conference on Neural Information Processing Systems, Neural Information Processing Systems Foundation, 2021, pp. 16437–16450.
2021 | Published | Journal Article | IST-REx-ID: 9228 |
Towards democratizing and automating online conferences: Lessons from the Neuromatch Conferences
T. Achakulvisut, T. Ruangrong, P. Mineault, T.P. Vogels, M.A.K. Peters, P. Poirazi, C. Rozell, B. Wyble, D.F.M. Goodman, K.P. Kording, Trends in Cognitive Sciences 25 (2021) 265–268.
[Submitted Version]
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T. Achakulvisut, T. Ruangrong, P. Mineault, T.P. Vogels, M.A.K. Peters, P. Poirazi, C. Rozell, B. Wyble, D.F.M. Goodman, K.P. Kording, Trends in Cognitive Sciences 25 (2021) 265–268.
2020 | Published | Journal Article | IST-REx-ID: 8126 |
Complementary inhibitory weight profiles emerge from plasticity and allow attentional switching of receptive fields
E.J. Agnes, A.I. Luppi, T.P. Vogels, The Journal of Neuroscience 40 (2020) 9634–9649.
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E.J. Agnes, A.I. Luppi, T.P. Vogels, The Journal of Neuroscience 40 (2020) 9634–9649.
2020 | Published | Journal Article | IST-REx-ID: 8127 |
Training deep neural density estimators to identify mechanistic models of neural dynamics
P.J. Gonçalves, J.-M. Lueckmann, M. Deistler, M. Nonnenmacher, K. Öcal, G. Bassetto, C. Chintaluri, W.F. Podlaski, S.A. Haddad, T.P. Vogels, D.S. Greenberg, J.H. Macke, ELife 9 (2020).
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P.J. Gonçalves, J.-M. Lueckmann, M. Deistler, M. Nonnenmacher, K. Öcal, G. Bassetto, C. Chintaluri, W.F. Podlaski, S.A. Haddad, T.P. Vogels, D.S. Greenberg, J.H. Macke, ELife 9 (2020).