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25 Publications
2023 | Conference Paper | IST-REx-ID: 14993 | 
Currin, Christopher, et al. “A Framework for Grassroots Research Collaboration in Machine Learning and Global Health.” 1st Workshop on Machine Learning & Global Health, OpenReview, 2023.
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2022 | Conference Paper | IST-REx-ID: 13239 |
Van Der Plas, Thijs L., et al. “Predictive Learning Enables Neural Networks to Learn Complex Working Memory Tasks.” Proceedings of Machine Learning Research, vol. 199, ML Research Press, 2022, pp. 518–31.
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2022 | Journal Article | IST-REx-ID: 11143 |
Kaneko, Keisuke, et al. “Developmentally Regulated Impairment of Parvalbumin Interneuron Synaptic Transmission in an Experimental Model of Dravet Syndrome.” Cell Reports, vol. 38, no. 13, 110580, Elsevier, 2022, doi:10.1016/j.celrep.2022.110580.
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2022 | Journal Article | IST-REx-ID: 12009 |
Jia, David W., et al. “Developmental Depression-to-Facilitation Shift Controls Excitation-Inhibition Balance.” Communications Biology, vol. 5, 873, Springer Nature, 2022, doi:10.1038/s42003-022-03801-2.
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2022 | Journal Article | IST-REx-ID: 12084 |
Christodoulou, Georgia, et al. “Regimes and Mechanisms of Transient Amplification in Abstract and Biological Neural Networks.” PLoS Computational Biology, vol. 18, no. 8, e1010365, Public Library of Science, 2022, doi:10.1371/journal.pcbi.1010365.
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2022 | Journal Article | IST-REx-ID: 12225 |
Currin, Christopher, et al. “Depolarization of Echo Chambers by Random Dynamical Nudge.” Scientific Reports, vol. 12, 9234, Springer Nature, 2022, doi:10.1038/s41598-022-12494-w.
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2022 | Journal Article | IST-REx-ID: 10753 |
Confavreux, Basile J., and Tim P. Vogels. “A Familiar Thought: Machines That Replace Us?” Neuron, vol. 110, no. 3, Elsevier, 2022, pp. 361–62, doi:10.1016/j.neuron.2022.01.014.
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2022 | Preprint | IST-REx-ID: 8125 |
Podlaski, William F., et al. “High Capacity and Dynamic Accessibility in Associative Memory Networks with Context-Dependent Neuronal and Synaptic Gating.” BioRxiv, Cold Spring Harbor Laboratory, 2022, doi:10.1101/2020.01.08.898528.
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2021 | Conference Paper | IST-REx-ID: 11453 |
Braun, Lukas, and Tim P. Vogels. “Online Learning of Neural Computations from Sparse Temporal Feedback.” Advances in Neural Information Processing Systems - 35th Conference on Neural Information Processing Systems, vol. 20, Neural Information Processing Systems Foundation, 2021, pp. 16437–50.
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2021 | Journal Article | IST-REx-ID: 8253 |
Zenke, Friedemann, and Tim P. Vogels. “The Remarkable Robustness of Surrogate Gradient Learning for Instilling Complex Function in Spiking Neural Networks.” Neural Computation, vol. 33, no. 4, MIT Press, 2021, pp. 899–925, doi:10.1162/neco_a_01367.
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