Learning the shape of synaptic plasticity rules for neuronal architectures and function through machine learning.

Project Period: 2020-08-01 – 2024-05-31
Externally Funded
Acronym
SynapSeek
Principal Investigator
Tim P Vogels
Department(s)
Vogels Group
Grant Number
819603
Funding Organisation
EC/H2020

2 Publications

2020 | Journal Article | IST-REx-ID: 8127 | OA
Training deep neural density estimators to identify mechanistic models of neural dynamics
P.J. Gonçalves, J.-M. Lueckmann, M. Deistler, M. Nonnenmacher, K. Öcal, G. Bassetto, C. Chintaluri, W.F. Podlaski, S.A. Haddad, T.P. Vogels, D.S. Greenberg, J.H. Macke, ELife 9 (2020).
View | Files available | DOI | PubMed | Europe PMC
 
2020 | Conference Paper | IST-REx-ID: 9633 | OA
A meta-learning approach to (re)discover plasticity rules that carve a desired function into a neural network
B.J. Confavreux, F. Zenke, E.J. Agnes, T. Lillicrap, T.P. Vogels, in:, Advances in Neural Information Processing Systems, 2020, pp. 16398–16408.
View | Files available | Download Published Version (ext.)