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Systems Neural Engineering Lab's Projects

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📚 Import Bibtex publications and Jupyter Notebook blog posts into your Markdown website or book. 将Bibtex转换为Markdown网站

autolfads icon autolfads

Generalized modeling of single-trial neural population dynamics.

autolfads-tf2 icon autolfads-tf2

A TensorFlow 2.0 implementation of Latent Factor Analysis via Dynamical Systems (LFADS) and AutoLFADS.

demos icon demos

Various utility scripts and demo notebooks

dpca icon dpca

An implementation of demixed Principal Component Analysis (a supervised linear dimensionality reduction technique)

expressive-latent-dynamics-paper icon expressive-latent-dynamics-paper

Code to reproduce experiments from Sedler, A, Versteeg, C, Pandarinath, C. "Expressive architectures enhance interpretability of dynamics-based neural population models". Neurons, Behavior, Data analysis, and Theory 2023.

lfads-cd icon lfads-cd

Implementation of latent factor analysis via dynamical systems (LFADS) model with coordinated dropout (CD) and sample validation (SV)

musim icon musim

class for motor unit simulations, produce firing rates according to force profiles, operates on size principle

rat-loco icon rat-loco

Functions for rat locomotion data processing and analysis

sbtt-demo icon sbtt-demo

A toy example demonstrating selective backpropagation through time (SBTT).

snel-scpu-analysis icon snel-scpu-analysis

Repo to house code for SNEL analysis of NIH Spinal Circuits and Plasticity Unit data

stabilizedbci icon stabilizedbci

Companion code for the paper: "Stabilization of a brain-computer interface via the alignment of low-dimensional spaces of neural activity"

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