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31 Publications
2022 | Published | Journal Article | IST-REx-ID: 12084 | 
Christodoulou, Georgia, Tim P Vogels, and Everton J. Agnes. “Regimes and Mechanisms of Transient Amplification in Abstract and Biological Neural Networks.” PLoS Computational Biology. Public Library of Science, 2022. https://doi.org/10.1371/journal.pcbi.1010365.
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2022 | Published | Journal Article | IST-REx-ID: 12009 |
Jia, David W., Tim P Vogels, and Rui Ponte Costa. “Developmental Depression-to-Facilitation Shift Controls Excitation-Inhibition Balance.” Communications Biology. Springer Nature, 2022. https://doi.org/10.1038/s42003-022-03801-2.
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2022 | Published | Conference Paper | IST-REx-ID: 13239 |
Van Der Plas, Thijs L., Tim P Vogels, and Sanjay G. Manohar. “Predictive Learning Enables Neural Networks to Learn Complex Working Memory Tasks.” In Proceedings of Machine Learning Research, 199:518–31. ML Research Press, 2022.
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2022 | Published | Journal Article | IST-REx-ID: 11143 |
Kaneko, Keisuke, Christopher Currin, Kevin M. Goff, Eric R. Wengert, Ala Somarowthu, Tim P Vogels, and Ethan M. Goldberg. “Developmentally Regulated Impairment of Parvalbumin Interneuron Synaptic Transmission in an Experimental Model of Dravet Syndrome.” Cell Reports. Elsevier, 2022. https://doi.org/10.1016/j.celrep.2022.110580.
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2021 | Published | Journal Article | IST-REx-ID: 9228 |
Achakulvisut, Titipat, Tulakan Ruangrong, Patrick Mineault, Tim P Vogels, Megan A.K. Peters, Panayiota Poirazi, Christopher Rozell, Brad Wyble, Dan F.M. Goodman, and Konrad Paul Kording. “Towards Democratizing and Automating Online Conferences: Lessons from the Neuromatch Conferences.” Trends in Cognitive Sciences. Elsevier, 2021. https://doi.org/10.1016/j.tics.2021.01.007.
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2021 | Published | Journal Article | IST-REx-ID: 8757 |
Bozelos, Panagiotis, Talking science, online. Nature Reviews Neuroscience 22 (1). 2021
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2021 | Published | Conference Paper | IST-REx-ID: 11453 |
Braun, Lukas, and Tim P Vogels. “Online Learning of Neural Computations from Sparse Temporal Feedback.” In Advances in Neural Information Processing Systems - 35th Conference on Neural Information Processing Systems, 20:16437–50. Neural Information Processing Systems Foundation, 2021.
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2021 | Published | 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. MIT Press, 2021. https://doi.org/10.1162/neco_a_01367.
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2020 | Published | Journal Article | IST-REx-ID: 8126 |
Agnes, Everton J., Andrea I. Luppi, and Tim P Vogels. “Complementary Inhibitory Weight Profiles Emerge from Plasticity and Allow Attentional Switching of Receptive Fields.” The Journal of Neuroscience. Society for Neuroscience, 2020. https://doi.org/10.1523/JNEUROSCI.0276-20.2020.
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2020 | Published | Journal Article | IST-REx-ID: 8127 |
Gonçalves, Pedro J., Jan-Matthis Lueckmann, Michael Deistler, Marcel Nonnenmacher, Kaan Öcal, Giacomo Bassetto, Chaitanya Chintaluri, et al. “Training Deep Neural Density Estimators to Identify Mechanistic Models of Neural Dynamics.” ELife. eLife Sciences Publications, 2020. https://doi.org/10.7554/eLife.56261.
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2020 | Published | Conference Paper | IST-REx-ID: 9633 |
Confavreux, Basile J, Friedemann Zenke, Everton J. Agnes, Timothy Lillicrap, and Tim P Vogels. “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, 33:16398–408, 2020.
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