google-research / computation-thru-dynamicsLinks
Understanding computation in artificial and biological recurrent networks through the lens of dynamical systems.
☆387Updated 4 years ago
Alternatives and similar repositories for computation-thru-dynamics
Users that are interested in computation-thru-dynamics are comparing it to the libraries listed below
Sorting:
- FixedPointFinder: A Tensorflow toolbox for identifying and characterizing fixed points in recurrent neural networks☆102Updated last year
- STATS320: Statistical Methods for Neural Data Analysis☆198Updated 4 months ago
- Recurrent Switching Linear Dynamical Systems☆113Updated 2 years ago
- A curated collection of neuroscience tasks with a common interface.☆297Updated this week
- Bayesian learning and inference for state space models☆657Updated 5 months ago
- Python exercises accompanying the book "Neuronal Dynamics"☆265Updated last year
- Pytorch implementation of lfads, and hierarchical extension☆26Updated 3 years ago
- 🔋 Utilities for scientific python☆19Updated last week
- Interpretable neural spike train models with fully-Bayesian inference algorithms☆48Updated 7 years ago
- Implementation of fixed point analysis for Recurrent Neural Network.☆21Updated 5 years ago
- Dimensionality reduction of spikes trains☆49Updated 4 years ago
- An implementation of piecewise linear time warping for multi-dimensional time series alignment☆187Updated last year
- ☆74Updated 3 years ago
- Train excitatory-inhibitory recurrent neural networks for cognitive tasks.☆50Updated 9 years ago
- Deep learning in a spiking neural network using segregated dendrites.☆84Updated 8 years ago
- Responses of 10,000 neurons to 2,800 natural images☆72Updated 6 years ago
- interactive analysis of calcium imaging data from larval zebrafish☆136Updated 6 years ago
- repository for grid cell network code☆66Updated 2 years ago
- ☆40Updated last year
- Supplementary code for the paper "Linking connectivity, dynamics and computations in low-rank recurrent neural networks" by F. Mastrogius…☆35Updated 7 years ago
- Density estimation likelihood-free inference. No longer actively developed see https://github.com/mackelab/sbi instead☆73Updated 5 years ago
- A very simple and barebones tensor decomposition library for CP decomposition a.k.a. PARAFAC a.k.a. TCA☆175Updated last year
- A python package that includes many methods for decoding neural activity☆458Updated 2 years ago
- Matlab interface for Latent Factor Analysis via Dynamical Systems (LFADS)☆50Updated 3 years ago
- Tools for spike data analysis and visualization☆108Updated 2 years ago
- Code for "Biologically plausible learning in recurrent neural networks", Miconi et al. eLife 2017☆37Updated 6 years ago
- A Python 3 toolbox for neural receptive field estimation using splines and Gaussian priors.☆25Updated last year
- ☆197Updated 3 years ago
- 🕝 Time-warped principal components analysis (twPCA)☆127Updated 4 years ago
- ☆98Updated 7 years ago