Introducing principles of synaptic integration in the optimization of deep neural networks
Author
Abstract
Suggested Citation
DOI: 10.1038/s41467-022-29491-2
Download full text from publisher
References listed on IDEAS
- Gina G. Turrigiano & Kenneth R. Leslie & Niraj S. Desai & Lana C. Rutherford & Sacha B. Nelson, 1998. "Activity-dependent scaling of quantal amplitude in neocortical neurons," Nature, Nature, vol. 391(6670), pages 892-896, February.
- Sébastien Royer & Denis Paré, 2003. "Conservation of total synaptic weight through balanced synaptic depression and potentiation," Nature, Nature, vol. 422(6931), pages 518-522, April.
- Timothy P. Lillicrap & Daniel Cownden & Douglas B. Tweed & Colin J. Akerman, 2016. "Random synaptic feedback weights support error backpropagation for deep learning," Nature Communications, Nature, vol. 7(1), pages 1-10, December.
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.- Matteo Saponati & Martin Vinck, 2023. "Sequence anticipation and spike-timing-dependent plasticity emerge from a predictive learning rule," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
- Niranjan Chakravarthy & Shivkumar Sabesan & Kostas Tsakalis & Leon Iasemidis, 2009. "Controlling epileptic seizures in a neural mass model," Journal of Combinatorial Optimization, Springer, vol. 17(1), pages 98-116, January.
- Sacha Jennifer van Albada & Moritz Helias & Markus Diesmann, 2015. "Scalability of Asynchronous Networks Is Limited by One-to-One Mapping between Effective Connectivity and Correlations," PLOS Computational Biology, Public Library of Science, vol. 11(9), pages 1-37, September.
- Dean J. Kareemo & Christina S. Winborn & Samantha S. Olah & Carley N. Miller & JungMin Kim & Chelsie A. Kadgien & Hannah S. Actor-Engel & Harrison J. Ramsay & Austin M. Ramsey & Jason Aoto & Matthew J, 2024. "Genetically encoded intrabody probes for labeling and manipulating AMPA-type glutamate receptors," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
- Jimok Kim & Richard W Tsien & Bradley E Alger, 2012. "An Improved Test for Detecting Multiplicative Homeostatic Synaptic Scaling," PLOS ONE, Public Library of Science, vol. 7(5), pages 1-9, May.
- Christoph Hartmann & Andreea Lazar & Bernhard Nessler & Jochen Triesch, 2015. "Where’s the Noise? Key Features of Spontaneous Activity and Neural Variability Arise through Learning in a Deterministic Network," PLOS Computational Biology, Public Library of Science, vol. 11(12), pages 1-35, December.
- Julijana Gjorgjieva & Taro Toyoizumi & Stephen J Eglen, 2009. "Burst-Time-Dependent Plasticity Robustly Guides ON/OFF Segregation in the Lateral Geniculate Nucleus," PLOS Computational Biology, Public Library of Science, vol. 5(12), pages 1-19, December.
- Aseel Shomar & Lukas Geyrhofer & Noam E Ziv & Naama Brenner, 2017. "Cooperative stochastic binding and unbinding explain synaptic size dynamics and statistics," PLOS Computational Biology, Public Library of Science, vol. 13(7), pages 1-24, July.
- Robert Rosenbaum, 2022. "On the relationship between predictive coding and backpropagation," PLOS ONE, Public Library of Science, vol. 17(3), pages 1-27, March.
- Thomas E. Chater & Maximilian F. Eggl & Yukiko Goda & Tatjana Tchumatchenko, 2024. "Competitive processes shape multi-synapse plasticity along dendritic segments," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
- Georg Martius & Ralf Der & Nihat Ay, 2013. "Information Driven Self-Organization of Complex Robotic Behaviors," PLOS ONE, Public Library of Science, vol. 8(5), pages 1-14, May.
- Navid Shervani-Tabar & Robert Rosenbaum, 2023. "Meta-learning biologically plausible plasticity rules with random feedback pathways," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
- Juan Prada & Manju Sasi & Corinna Martin & Sibylle Jablonka & Thomas Dandekar & Robert Blum, 2018. "An open source tool for automatic spatiotemporal assessment of calcium transients and local ‘signal-close-to-noise’ activity in calcium imaging data," PLOS Computational Biology, Public Library of Science, vol. 14(3), pages 1-34, March.
- Kendra S Burbank, 2015. "Mirrored STDP Implements Autoencoder Learning in a Network of Spiking Neurons," PLOS Computational Biology, Public Library of Science, vol. 11(12), pages 1-25, December.
- Oliver W Layton & Brett R Fajen, 2016. "Competitive Dynamics in MSTd: A Mechanism for Robust Heading Perception Based on Optic Flow," PLOS Computational Biology, Public Library of Science, vol. 12(6), pages 1-37, June.
- Alpha Renner & Forrest Sheldon & Anatoly Zlotnik & Louis Tao & Andrew Sornborger, 2024. "The backpropagation algorithm implemented on spiking neuromorphic hardware," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
- Baktash Babadi & L F Abbott, 2016. "Stability and Competition in Multi-spike Models of Spike-Timing Dependent Plasticity," PLOS Computational Biology, Public Library of Science, vol. 12(3), pages 1-26, March.
- Michele N. Insanally & Badr F. Albanna & Jade Toth & Brian DePasquale & Saba Shokat Fadaei & Trisha Gupta & Olivia Lombardi & Kishore Kuchibhotla & Kanaka Rajan & Robert C. Froemke, 2024. "Contributions of cortical neuron firing patterns, synaptic connectivity, and plasticity to task performance," Nature Communications, Nature, vol. 15(1), pages 1-21, December.
- Damien M O’Halloran, 2020. "Simulation model of CA1 pyramidal neurons reveal opposing roles for the Na+/Ca2+ exchange current and Ca2+-activated K+ current during spike-timing dependent synaptic plasticity," PLOS ONE, Public Library of Science, vol. 15(3), pages 1-12, March.
- Praveen K Pilly & Stephen Grossberg, 2013. "Spiking Neurons in a Hierarchical Self-Organizing Map Model Can Learn to Develop Spatial and Temporal Properties of Entorhinal Grid Cells and Hippocampal Place Cells," PLOS ONE, Public Library of Science, vol. 8(4), pages 1-22, April.
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:13:y:2022:i:1:d:10.1038_s41467-022-29491-2. 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.