mitchellostrow / DSALinks
Dynamical Similarity Analysis code accompanying the paper "Beyond Geometry: comparing the temporal structure of computation in neural circuits via dynamical similarity analysis"
☆60Updated last month
Alternatives and similar repositories for DSA
Users that are interested in DSA are comparing it to the libraries listed below
Sorting:
- ☆22Updated last month
- code for the paper, "flexible multitask computation in recurrent networks utilizes shared dynamical motifs"☆10Updated 3 months ago
- A PyTorch implementation of Latent Factor Analysis via Dynamical Systems (LFADS) and AutoLFADS.☆101Updated 4 months ago
- Code to train and analyze multi-region data-constrained RNNs and perform Current-Based Decomposition (CURBD)☆53Updated 4 years ago
- Python tools for participating in Neural Latents Benchmark '21☆61Updated 11 months ago
- Package for the data-driven representation of non-linear dynamics over manifolds based on a statistical distribution of local phase portr…☆73Updated 4 months ago
- A Guide to Reconstructing Dynamical Systems from Neural Measurements Using Recurrent Neural Networks☆38Updated last year
- jPCA for Neural Data Analysis in Python☆50Updated last year
- ☆51Updated 3 weeks ago
- ☆30Updated last year
- ☆48Updated last year
- Models and simulations for state space composition☆17Updated 6 months ago
- ☆54Updated 2 years ago
- Code accompanying Inferring stochastic low-rank RNNs from neural data. @matthijspals☆21Updated 2 months ago
- Fitting low-rank RNNs to neural trajectories (LINT method).☆17Updated 3 months ago
- Home of the neural decode algorithm MINT.☆17Updated 5 months ago
- Preferential Subspace Identification Algorithm☆52Updated 3 weeks ago
- IBL foundation model☆23Updated 6 months ago
- Library to perform Slice Tensor Component Analysis (sliceTCA)☆53Updated 3 months ago
- Code to reproduce figures for "Mice alternate between discrete strategies during perceptual decision-making" from Ashwood, Roy, Stone, IB…☆48Updated last year
- NeuroTask: A Benchmark Dataset for Multi-Task Neural Analysis☆12Updated 2 months ago
- ☆77Updated 3 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.☆38Updated 2 years ago
- Sparse Component Analysis: An unsupervised method for recovering interpretable latent factors☆28Updated 4 months ago
- Code to train low-rank RNNs on cognitive tasks & reproduce experiments from populations paper☆28Updated 3 months ago
- This reading list is centered around the practical application of linear dynamical systems models to predict neural data☆38Updated 3 years ago
- Towards large neural data models.☆29Updated 7 months ago
- NEural MOdelS, a statistical modeling framework for neuroscience.☆100Updated this week
- A dimensionality reduction framework for characterizing the multi-dimensional, concurrent flow of signals across multiple neuronal popula…☆16Updated 2 months ago