Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • RESEARCH BRIEFINGS

Brain dynamics uncovered using a machine-learning algorithm

CEBRA is a machine-learning method that can be used to compress time series in a way that reveals otherwise hidden structures in the variability of the data. It excels at processing behavioural and neural data recorded simultaneously, and it can decode activity from the visual cortex of the mouse brain to reconstruct a viewed video.

This is a summary of: Schneider, S. et al. Learnable latent embeddings for joint behavioural and neural analysis. Nature https://doi.org/10.1038/s41586-023-06031-6 (2023).

Access options

Rent or buy this article

Prices vary by article type

from$1.95

to$39.95

Learn more

Prices may be subject to local taxes which are calculated during checkout

doi: https://doi.org/10.1038/d41586-023-01339-9

Figure 1 is published under a CC BY 4.0 licence.

References

  1. Urai, A. E., Doiron, B., Leifer, A. M. & Churchland, A. K. Nature Neurosci. 25, 11–19 (2022).

    Article  PubMed  Google Scholar 

  2. Hyvärinen, A., Sasaki, H. & Turner, R. In Proc. 22nd Int. Conf. Artif. Intell. Stat. 89, 859–868 (2019).

    Google Scholar 

  3. Khosla, P. et al. In Adv. Neural Inf. Process. Syst. 33, 18661–18673 (2020).

    Google Scholar 

  4. van der Maaten, L. J. P., Postma, E. O. & van den Herik, H. J. J. Mach. Learn. Res. 10, 1–36 (2009).

    Google Scholar 

  5. Mathis, A. et al. Nature Neurosci. 21, 1281–1289 (2018).

    Article  PubMed  Google Scholar 

Download references

Subjects

Latest on:

Nature Careers

Jobs

  • Faculty Positions at SUSTech School of Medicine

    SUSTech School of Medicine offers equal opportunities and welcome applicants from the world with all ethnic backgrounds.

    Shenzhen, Guangdong, China

    Southern University of Science and Technology, School of Medicine

  • Staff Scientist - Immunology

    Staff Scientist- Immunology

    Houston, Texas (US)

    Baylor College of Medicine (BCM)

  • Institute for Systems Genetics, Tenure Track Faculty Positions

    The Institute for Systems Genetics at NYU Langone Health has tenure track faculty positions (assistant professor level) at the new SynBioMed Center.

    New York City, New York (US)

    NYU Langone Health

  • Faculty Position

    The Institute of Cellular and Organismic Biology (ICOB), Academia Sinica, Taiwan, is seeking candidates to fill multiple tenure-track faculty position

    Taipei (TW)

    Institute of Cellular and Organismic Biology, Academia Sinica

  • Postdoctoral Associate

    Houston, Texas (US)

    Baylor College of Medicine (BCM)

Nature Briefing

Sign up for the Nature Briefing newsletter — what matters in science, free to your inbox daily.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing

Search

Advanced search

Quick links