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32 Publications
2022 | Published | 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 | Published | 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 | Published | 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 | Published | 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 | Published | 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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2021 | Published | 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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2021 | Published | 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 | Published | 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 | Published | 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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2020 | Published | 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 | Published | 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 | Published | 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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