The solutions found by neural networks to solve a task are often inscrutable. We have little insight into why a particular structure emerges in a network. By reverse engineering neural networks from dynamical principles, Dubreuil, Valente et al. show how neural population structure enables computational flexibility.
This is a preview of subscription content, access via your institution
Access options
Access Nature and 54 other Nature Portfolio journals
Get Nature+, our best-value online-access subscription
$29.99 / 30 days
cancel any time
Subscribe to this journal
Receive 12 print issues and online access
$209.00 per year
only $17.42 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
References
Botvinick, M. et al. Trends Cogn. Sci. 23, 408–422 (2019).
Chaisangmongkon, W., Swaminathan, S. K., Freedman, D. J. & Wang, X.-J. Neuron 93, 1504–1517.e4 (2017).
Cunningham, J. P. & Yu, B. M. Nat. Neurosci. 17, 1500–1509 (2014).
Gallego, J. A. et al. Nat. Commun. 9, 4233 (2018).
Raposo, D., Kaufman, M. T. & Churchland, A. K. Nat. Neurosci. 17, 1784–1792 (2014).
Hirokawa, J., Vaughan, A., Masset, P., Ott, T. & Kepecs, A. Nature 576, 446–451 (2019).
Yang, G. R., Joglekar, M. R., Song, H. F., Newsome, W. T. & Wang, X.-J. Nat. Neurosci. 22, 297–306 (2019).
Yang, G. R., Cole, M. W. & Rajan, K. Curr. Opin. Behav. Sci. 29, 134–143 (2019).
Márton, C. D., Lajoie, G. & Rajan, K. Preprint at https://doi.org/10.48550/arXiv.2105.14108 (2021).
Duncker, L., Driscoll, L., Shenoy, K. V., Sahani, M. & Sussillo, D. Adv. Neural Inf. Process. Syst. 33, 14387–14397 (2020).
Dubreuil, A., Valente, A., Beiran, M., Mastrogiuseppe, F. & Ostojic, S. Nat. Neurosci. https://doi.org/10.1038/s41593-022-01088-4 (2022).
Vyas, S., Golub, M. D., Sussillo, D. & Shenoy, K. V. Annu. Rev. Neurosci. 43, 249–275 (2020).
Beiran, M., Dubreuil, A., Valente, A., Mastrogiuseppe, F. & Ostojic, S. Neural Comput. 33, 1572–1615 (2021).
Mastrogiuseppe, F. & Ostojic, S. Neuron 99, 609–623.e29 (2018).
Stroud, J. P., Porter, M. A., Hennequin, G. & Vogels, T. P. Nat. Neurosci. 21, 1774–1783 (2018).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Rights and permissions
About this article
Cite this article
Márton, C.D., Zhou, S. & Rajan, K. Linking task structure and neural network dynamics. Nat Neurosci 25, 679–681 (2022). https://doi.org/10.1038/s41593-022-01090-w
Published:
Issue Date:
DOI: https://doi.org/10.1038/s41593-022-01090-w