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25 Publications
2023 | Conference Paper | IST-REx-ID: 14993 | 
Currin, C., Asiedu , M. N., Fourie, C., Rosman, B., Turki, H., Lambebo Tonja, A., … Machangara, D. (2023). A framework for grassroots research collaboration in machine learning and global health. In 1st Workshop on Machine Learning & Global Health. Kigali, Rwanda: OpenReview.
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2022 | Conference Paper | IST-REx-ID: 13239 |
Van Der Plas, T. L., Vogels, T. P., & Manohar, S. G. (2022). Predictive learning enables neural networks to learn complex working memory tasks. In Proceedings of Machine Learning Research (Vol. 199, pp. 518–531). ML Research Press.
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2022 | Journal Article | IST-REx-ID: 11143 |
Kaneko, K., Currin, C., Goff, K. M., Wengert, E. R., Somarowthu, A., Vogels, T. P., & Goldberg, E. M. (2022). Developmentally regulated impairment of parvalbumin interneuron synaptic transmission in an experimental model of Dravet syndrome. Cell Reports. Elsevier. https://doi.org/10.1016/j.celrep.2022.110580
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2022 | Journal Article | IST-REx-ID: 12009 |
Jia, D. W., Vogels, T. P., & Costa, R. P. (2022). Developmental depression-to-facilitation shift controls excitation-inhibition balance. Communications Biology. Springer Nature. https://doi.org/10.1038/s42003-022-03801-2
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2022 | Journal Article | IST-REx-ID: 12084 |
Christodoulou, G., Vogels, T. P., & Agnes, E. J. (2022). Regimes and mechanisms of transient amplification in abstract and biological neural networks. PLoS Computational Biology. Public Library of Science. https://doi.org/10.1371/journal.pcbi.1010365
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2022 | Journal Article | IST-REx-ID: 12225 |
Currin, C., Vera, S. V., & Khaledi-Nasab, A. (2022). Depolarization of echo chambers by random dynamical nudge. Scientific Reports. Springer Nature. https://doi.org/10.1038/s41598-022-12494-w
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| PubMed | Europe PMC
2022 | Journal Article | IST-REx-ID: 10753 |
Confavreux, B. J., & Vogels, T. P. (2022). A familiar thought: Machines that replace us? Neuron. Elsevier. https://doi.org/10.1016/j.neuron.2022.01.014
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2022 | Preprint | IST-REx-ID: 8125 |
Podlaski, W. F., Agnes, E. J., & Vogels, T. P. (2022). High capacity and dynamic accessibility in associative memory networks with context-dependent neuronal and synaptic gating. bioRxiv. Cold Spring Harbor Laboratory. https://doi.org/10.1101/2020.01.08.898528
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2021 | Conference Paper | IST-REx-ID: 11453 |
Braun, L., & Vogels, T. P. (2021). 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, pp. 16437–16450). Virtual, Online: Neural Information Processing Systems Foundation.
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2021 | Journal Article | IST-REx-ID: 8253 |
Zenke, F., & Vogels, T. P. (2021). The remarkable robustness of surrogate gradient learning for instilling complex function in spiking neural networks. Neural Computation. MIT Press. https://doi.org/10.1162/neco_a_01367
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