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25 Publications
2024 | Journal Article | IST-REx-ID: 14841
Clatot J, Currin C, Liang Q, et al. A structurally precise mechanism links an epilepsy-associated KCNC2 potassium channel mutation to interneuron dysfunction. Proceedings of the National Academy of Sciences of the United States of America. 2024;121(3). doi:10.1073/pnas.2307776121
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2024 | Journal Article | IST-REx-ID: 14887 | 
Feitosa Tomé D, Zhang Y, Aida T, et al. Dynamic and selective engrams emerge with memory consolidation. Nature Neuroscience. 2024. doi:10.1038/s41593-023-01551-w
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2024 | Journal Article | IST-REx-ID: 15171 |
Agnes EJ, Vogels TP. Co-dependent excitatory and inhibitory plasticity accounts for quick, stable and long-lasting memories in biological networks. Nature Neuroscience. 2024. doi:10.1038/s41593-024-01597-4
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2024 | Journal Article | IST-REx-ID: 15169
Chintaluri C, Bejtka M, Sredniawa W, et al. kCSD-python, reliable current source density estimation with quality control. PLoS Computational Biology. 2024;20(3). doi:10.1371/journal.pcbi.1011941
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2024 | Journal Article | IST-REx-ID: 15258 |
Hall SM, Kochin D, Carne C, et al. Ten simple rules for pushing boundaries of inclusion at academic events. PLOS Computational Biology. 2024;20(3). doi:10.1371/journal.pcbi.1011797
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2024 | Journal Article | IST-REx-ID: 15295 |
Beyer C, Currin C, Williams T, Stein DJ. Meta-analysis of the comparative efficacy of benzodiazepines and antidepressants for psychic versus somatic symptoms of generalized anxiety disorder. Comprehensive Psychiatry. 132. doi:10.1016/j.comppsych.2024.152479
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2023 | Book Chapter | IST-REx-ID: 12866
Currin C, Beyer C. Altered childhood brain development in autism and epilepsy. In: Halpern-Felsher B, ed. Encyclopedia of Child and Adolescent Health. 1st ed. Elsevier; 2023:86-98. doi:10.1016/b978-0-12-818872-9.00129-1
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2023 | Thesis | IST-REx-ID: 14422
Confavreux BJ. Synapseek: Meta-learning synaptic plasticity rules. 2023. doi:10.15479/at:ista:14422
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2023 | Journal Article | IST-REx-ID: 14666 |
Chintaluri C, Vogels TP. Metabolically regulated spiking could serve neuronal energy homeostasis and protect from reactive oxygen species. Proceedings of the National Academy of Sciences of the United States of America. 2023;120(48). doi:10.1073/pnas.2306525120
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2023 | Research Data Reference | IST-REx-ID: 14892 |
Feitosa Tomé D. douglastome/dynamic-engrams: Dynamic and selective engrams emerge with memory consolidation. 2023. doi:10.5281/ZENODO.10251087
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2023 | Conference Paper | IST-REx-ID: 14993 |
Currin C, Asiedu MN, Fourie C, et al. A framework for grassroots research collaboration in machine learning and global health. In: 1st Workshop on Machine Learning & Global Health. OpenReview; 2023.
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2022 | Conference Paper | IST-REx-ID: 13239 |
Van Der Plas TL, Vogels TP, Manohar SG. Predictive learning enables neural networks to learn complex working memory tasks. In: Proceedings of Machine Learning Research. Vol 199. ML Research Press; 2022:518-531.
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2022 | Journal Article | IST-REx-ID: 11143 |
Kaneko K, Currin C, Goff KM, et al. Developmentally regulated impairment of parvalbumin interneuron synaptic transmission in an experimental model of Dravet syndrome. Cell Reports. 2022;38(13). doi:10.1016/j.celrep.2022.110580
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2022 | Journal Article | IST-REx-ID: 12009 |
Jia DW, Vogels TP, Costa RP. Developmental depression-to-facilitation shift controls excitation-inhibition balance. Communications biology. 2022;5. doi:10.1038/s42003-022-03801-2
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2022 | Journal Article | IST-REx-ID: 12084 |
Christodoulou G, Vogels TP, Agnes EJ. Regimes and mechanisms of transient amplification in abstract and biological neural networks. PLoS Computational Biology. 2022;18(8). doi:10.1371/journal.pcbi.1010365
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2022 | Journal Article | IST-REx-ID: 12225 |
Currin C, Vera SV, Khaledi-Nasab A. Depolarization of echo chambers by random dynamical nudge. Scientific Reports. 2022;12. doi:10.1038/s41598-022-12494-w
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2022 | Journal Article | IST-REx-ID: 10753 |
Confavreux BJ, Vogels TP. A familiar thought: Machines that replace us? Neuron. 2022;110(3):361-362. doi:10.1016/j.neuron.2022.01.014
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2022 | Preprint | IST-REx-ID: 8125 |
Podlaski WF, Agnes EJ, Vogels TP. High capacity and dynamic accessibility in associative memory networks with context-dependent neuronal and synaptic gating. bioRxiv. 2022. doi:10.1101/2020.01.08.898528
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2021 | Conference Paper | IST-REx-ID: 11453 |
Braun L, Vogels TP. Online learning of neural computations from sparse temporal feedback. In: Advances in Neural Information Processing Systems - 35th Conference on Neural Information Processing Systems. Vol 20. Neural Information Processing Systems Foundation; 2021:16437-16450.
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2021 | Journal Article | IST-REx-ID: 8253 |
Zenke F, Vogels TP. The remarkable robustness of surrogate gradient learning for instilling complex function in spiking neural networks. Neural Computation. 2021;33(4):899-925. doi:10.1162/neco_a_01367
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2021 | Journal Article | IST-REx-ID: 8757 |
Bozelos P, Vogels TP. Talking science, online. Nature Reviews Neuroscience. 2021;22(1):1-2. doi:10.1038/s41583-020-00408-6
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2021 | Journal Article | IST-REx-ID: 9228 |
Achakulvisut T, Ruangrong T, Mineault P, et al. Towards democratizing and automating online conferences: Lessons from the Neuromatch Conferences. Trends in Cognitive Sciences. 2021;25(4):265-268. doi:10.1016/j.tics.2021.01.007
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2020 | Journal Article | IST-REx-ID: 8127 |
Gonçalves PJ, Lueckmann J-M, Deistler M, et al. Training deep neural density estimators to identify mechanistic models of neural dynamics. eLife. 2020;9. doi:10.7554/eLife.56261
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2020 | Journal Article | IST-REx-ID: 8126 |
Agnes EJ, Luppi AI, Vogels TP. Complementary inhibitory weight profiles emerge from plasticity and allow attentional switching of receptive fields. The Journal of Neuroscience. 2020;40(50):9634-9649. doi:10.1523/JNEUROSCI.0276-20.2020
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2020 | Conference Paper | IST-REx-ID: 9633 |
Confavreux BJ, Zenke F, Agnes EJ, Lillicrap T, Vogels TP. A meta-learning approach to (re)discover plasticity rules that carve a desired function into a neural network. In: Advances in Neural Information Processing Systems. Vol 33. ; 2020:16398-16408.
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