Identifying nonlinear dynamical systems via generative recurrent neural
networks with applications to fMRI

v1v2 (latest)

Identifying nonlinear dynamical systems via generative recurrent neural networks with applications to fMRI

19 February 2019

Hazem Toutounji

Daniel Durstewitz

ArXiv (abs)PDF HTML

Papers citing "Identifying nonlinear dynamical systems via generative recurrent neural networks with applications to fMRI"

15 / 15 papers shown

Title
Panda: A pretrained forecast model for universal representation of chaotic dynamics Jeffrey Lai Anthony Bao William Gilpin AI4TS AI4CE 93 0 0 19 May 2025
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data Manuel Brenner Elias Weber G. Koppe Daniel Durstewitz AI4TS AI4CE 104 8 0 07 Oct 2024
When predict can also explain: few-shot prediction to select better neural latents Kabir V. Dabholkar Omri Barak BDL 116 0 0 23 May 2024
Variational online learning of neural dynamics Yuan Zhao Il Memming Park BDL OffRL 52 9 0 27 Jul 2017
Machine Learning, Deepest Learning: Statistical Data Assimilation Problems H. Abarbanel P. Rozdeba S. Shirman PINN 66 72 0 05 Jul 2017
A State Space Approach for Piecewise-Linear Recurrent Neural Networks for Reconstructing Nonlinear Dynamics from Neural Measurements Daniel Durstewitz 225 56 0 23 Dec 2016
Synthesis of recurrent neural networks for dynamical system simulation Adam Trischler G. D’Eleuterio AI4CE 63 82 0 17 Dec 2015
Black box variational inference for state space models Evan Archer Il Memming Park Lars Buesing John P. Cunningham Liam Paninski BDL 83 161 0 23 Nov 2015
Improving performance of recurrent neural network with relu nonlinearity S. Talathi Aniket A. Vartak ODL 72 88 0 12 Nov 2015
A Recurrent Latent Variable Model for Sequential Data Junyoung Chung Kyle Kastner Laurent Dinh Kratarth Goel Aaron Courville Yoshua Bengio DRL BDL 111 1,262 0 07 Jun 2015
Learning Stochastic Recurrent Networks Justin Bayer Christian Osendorfer BDL 87 274 0 27 Nov 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 458 16,922 0 20 Dec 2013
Fighting Sample Degeneracy and Impoverishment in Particle Filters: A Review of Intelligent Approaches Tiancheng Li Shudong Sun T. Sattar J. Corchado 98 227 0 12 Aug 2013
A survey of cross-validation procedures for model selection Sylvain Arlot Alain Celisse 216 3,598 0 27 Jul 2009
Curse-of-dimensionality revisited: Collapse of the particle filter in very large scale systems T. Bengtsson Peter J. Bickel Bo Li 133 421 0 20 May 2008

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.