lyprince / lfads_demoLinks
Pytorch implementation of LFADS for demo at CAN workshop
☆19Updated 6 years ago
Alternatives and similar repositories for lfads_demo
Users that are interested in lfads_demo are comparing it to the libraries listed below
Sorting:
- Pytorch implementation of lfads, and hierarchical extension☆26Updated 3 years ago
- Neyman-Scott point process model to identify sequential firing patterns in high-dimensional spike trains☆70Updated 2 years ago
- ☆81Updated 3 years ago
- Matlab exercises with solutions to implement and visualise concepts from Sara Solla's talk on World Wide Neuro (Apr 29, 2020)☆20Updated 4 years ago
- Code to train and analyze multi-region data-constrained RNNs and perform Current-Based Decomposition (CURBD)☆54Updated 4 years ago
- Supplementary code for the paper "Linking connectivity, dynamics and computations in low-rank recurrent neural networks" by F. Mastrogius…☆35Updated 7 years ago
- Notebooks from the workshop tutorial implementing and discussing a range of generative models commonly used in neuroscience.☆39Updated 2 years ago
- Exercises and examples for the latent dynamics workshop☆19Updated 3 months ago
- Open-source, graph-based Python code generator and analysis toolbox for dynamical systems (pre-implemented and custom models). Most pre-i…☆85Updated 2 months ago
- This code package is for the Tensor-Maximum-Entropy (TME) method. This method generates random surrogate data that preserves a specified …☆18Updated 8 years ago
- A TensorFlow 2.0 implementation of Latent Factor Analysis via Dynamical Systems (LFADS) and AutoLFADS.☆22Updated 2 years ago
- State space models for decoding hippocampal trajectories and determining their type using sorted or clusterless data☆50Updated last month
- Fitting low-rank RNNs to neural trajectories (LINT method).☆18Updated 7 months ago
- Code for Galgali et al, 2023☆13Updated 2 years ago
- The official re-implementation of the Neurips 2021 paper, "Targeted Neural Dynamical Modeling".☆10Updated 3 years ago
- Machine Learning Methods for Neural Data Analysis☆19Updated 5 months ago
- FixedPointFinder: A Tensorflow toolbox for identifying and characterizing fixed points in recurrent neural networks☆102Updated last year
- ☆30Updated 3 years ago
- A repository of neural manifold techniques described and compared in "Neural manifold analysis of brain circuit dynamics in health and di…☆30Updated 2 years ago
- ☆51Updated 4 years ago
- ☆74Updated 3 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
- Matlab interface for Latent Factor Analysis via Dynamical Systems (LFADS)☆50Updated 3 years ago
- Coding exercises for Neural Data Science at CSHL in 2019☆29Updated 5 years ago
- Library to perform Slice Tensor Component Analysis (sliceTCA)☆55Updated 7 months ago
- Recordings of 10k neurons during spontaneous behaviors☆54Updated last year
- This repository contains code for (1) generating example neural responses from an Izhikevich model, and (2) fitting a GLM to neural respo…☆13Updated 2 years ago
- repository for grid cell network code☆66Updated 2 years ago
- ☆59Updated 3 years ago
- Package for the data-driven representation of non-linear dynamics over manifolds based on a statistical distribution of local phase portr…☆88Updated 3 months ago