timkimd / plndeLinks
Code for "Inferring Latent Dynamics Underlying Neural Population Activity via Neural Differential Equations"
☆13Updated 4 years ago
Alternatives and similar repositories for plnde
Users that are interested in plnde are comparing it to the libraries listed below
Sorting:
- Code for Galgali et al, 2023☆14Updated 2 years ago
- Fitting low-rank RNNs to neural trajectories (LINT method).☆18Updated 8 months ago
- Exercises and examples for the latent dynamics workshop☆19Updated 4 months ago
- Neyman-Scott point process model to identify sequential firing patterns in high-dimensional spike trains☆70Updated 2 years ago
- NeuroTask: A Benchmark Dataset for Multi-Task Neural Analysis☆12Updated 7 months ago
- ☆26Updated 3 weeks ago
- Notebooks from the workshop tutorial implementing and discussing a range of generative models commonly used in neuroscience.☆39Updated 2 years ago
- ☆24Updated 2 years ago
- Preferential Subspace Identification Algorithm☆54Updated 5 months ago
- Analysis of hippocampal activity in the towers task☆20Updated 4 years ago
- A very simple and barebones tensor decomposition library for CP decomposition a.k.a. PARAFAC a.k.a. TCA☆39Updated 2 years ago
- Gaussian Process Factor Analysis with Dynamical Structure☆17Updated 5 years ago
- Package for the data-driven representation of non-linear dynamics over manifolds based on a statistical distribution of local phase portr…☆90Updated 3 months ago
- Code accompanying Inferring stochastic low-rank RNNs from neural data. @matthijspals☆25Updated 3 weeks ago
- A Guide to Reconstructing Dynamical Systems from Neural Measurements Using Recurrent Neural Networks☆40Updated last year
- ☆82Updated 3 years ago
- State space models for decoding hippocampal trajectories and determining their type using sorted or clusterless data☆51Updated last month
- This repository contains the main scripts for local linear segmentation and subsequent analysis of the resulting model space☆15Updated 5 years ago
- A dimensionality reduction framework for characterizing the multi-dimensional, concurrent flow of signals across multiple neuronal popula…☆15Updated 7 months ago
- Recurrent Switching Linear Dynamical Systems☆114Updated 2 years ago
- ☆30Updated 3 years ago
- Training spiking neural networks for sound localization☆66Updated 5 months ago
- Code to train and analyze multi-region data-constrained RNNs and perform Current-Based Decomposition (CURBD)☆55Updated 4 years ago
- A TensorFlow 2.0 implementation of Latent Factor Analysis via Dynamical Systems (LFADS) and AutoLFADS.☆22Updated 2 years ago
- FixedPointFinder: A Tensorflow toolbox for identifying and characterizing fixed points in recurrent neural networks☆102Updated last year
- Open-source, graph-based Python code generator and analysis toolbox for dynamical systems (pre-implemented and custom models). Most pre-i…☆85Updated this week
- ☆17Updated this week
- A package to train neural networks to perform various motor tasks☆69Updated 2 months ago
- Decomposed Linear Dynamical Systems (dLDS) for learning the latent components of neural dynamics☆11Updated last year
- Python tools for participating in Neural Latents Benchmark '21☆65Updated last year