IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-37980-1.html
   My bibliography  Save this article

Complex computation from developmental priors

Author

Listed:
  • Dániel L. Barabási

    (Harvard University)

  • Taliesin Beynon

    (Wolfram Physics Project)

  • Ádám Katona

    (Imperial College London)

  • Nicolas Perez-Nieves

    (University of York)

Abstract

Machine learning (ML) models have long overlooked innateness: how strong pressures for survival lead to the encoding of complex behaviors in the nascent wiring of a brain. Here, we derive a neurodevelopmental encoding of artificial neural networks that considers the weight matrix of a neural network to be emergent from well-studied rules of neuronal compatibility. Rather than updating the network’s weights directly, we improve task fitness by updating the neurons’ wiring rules, thereby mirroring evolutionary selection on brain development. We find that our model (1) provides sufficient representational power for high accuracy on ML benchmarks while also compressing parameter count, and (2) can act as a regularizer, selecting simple circuits that provide stable and adaptive performance on metalearning tasks. In summary, by introducing neurodevelopmental considerations into ML frameworks, we not only model the emergence of innate behaviors, but also define a discovery process for structures that promote complex computations.

Suggested Citation

  • Dániel L. Barabási & Taliesin Beynon & Ádám Katona & Nicolas Perez-Nieves, 2023. "Complex computation from developmental priors," Nature Communications, Nature, vol. 14(1), pages 1-8, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-37980-1
    DOI: 10.1038/s41467-023-37980-1
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-37980-1
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-37980-1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Daniel Witvliet & Ben Mulcahy & James K. Mitchell & Yaron Meirovitch & Daniel R. Berger & Yuelong Wu & Yufang Liu & Wan Xian Koh & Rajeev Parvathala & Douglas Holmyard & Richard L. Schalek & Nir Shavi, 2021. "Connectomes across development reveal principles of brain maturation," Nature, Nature, vol. 596(7871), pages 257-261, August.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Zhihao Zheng & Christopher S. Own & Adrian A. Wanner & Randal A. Koene & Eric W. Hammerschmith & William M. Silversmith & Nico Kemnitz & Ran Lu & David W. Tank & H. Sebastian Seung, 2024. "Fast imaging of millimeter-scale areas with beam deflection transmission electron microscopy," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    2. Noa Deshe & Yifat Eliezer & Lihi Hoch & Eyal Itskovits & Eduard Bokman & Shachaf Ben-Ezra & Alon Zaslaver, 2023. "Inheritance of associative memories and acquired cellular changes in C. elegans," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    3. Hyunsoo Yim & Daniel T. Choe & J. Alexander Bae & Myung-kyu Choi & Hae-Mook Kang & Ken C. Q. Nguyen & Soungyub Ahn & Sang-kyu Bahn & Heeseung Yang & David H. Hall & Jinseop S. Kim & Junho Lee, 2024. "Comparative connectomics of dauer reveals developmental plasticity," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    4. Zhongyu Chen & Yuguo Yu & Xiangyang Xue, 2023. "A Connectome-Based Digital Twin Caenorhabditis elegans Capable of Intelligent Sensorimotor Behavior," Mathematics, MDPI, vol. 11(11), pages 1-23, May.
    5. Francesca Coraggio & Mahak Bhushan & Spyridon Roumeliotis & Francesca Caroti & Carlo Bevilacqua & Robert Prevedel & Georgia Rapti, 2024. "Age-progressive interplay of HSP-proteostasis, ECM-cell junctions and biomechanics ensures C. elegans astroglial architecture," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    6. Kate L. Laskowski & David Bierbach & Jolle W. Jolles & Carolina Doran & Max Wolf, 2022. "The emergence and development of behavioral individuality in clonal fish," Nature Communications, Nature, vol. 13(1), pages 1-9, December.
    7. Chenxi Lin & Yuxin Shan & Zhongyi Wang & Hui Peng & Rong Li & Pingzhou Wang & Junyan He & Weiwei Shen & Zhengxing Wu & Min Guo, 2024. "Molecular and circuit mechanisms underlying avoidance of rapid cooling stimuli in C. elegans," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    8. Wendy Xueyi Wang & Julie L. Lefebvre, 2022. "Morphological pseudotime ordering and fate mapping reveal diversification of cerebellar inhibitory interneurons," Nature Communications, Nature, vol. 13(1), pages 1-21, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-37980-1. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.