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25 Publications
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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| PubMed | Europe PMC
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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