SIPLab

generative-causal-explanations

Code for "Generative causal explanations of black-box classifiers"

VAELLS

Code for "Variational Autoencoder with Learned Latent Structure"

hiwa-matlab

Hierarchical Wasserstein Alignment

cleo

Closed-Loop, Electrophysiology, and Optophysiology experiment simulation testbed for mesoscale neuroscience

pairsearch

Project code for "Active Embedding Search via Noisy Paired Comparisons" (ICML 2019)

infotuple

Code supplement for "Active Ordinal Querying for Tuplewise Similarity Learning", appearing in AAAI 2020

APM-LR

Approximate Posterior Matching for Logistic Regression (APM-LR). Project code for "Feedback Coding for Active Learning" (AISTATS 2021).

manifold-autoencoder-extended

Manifold_Autoencoder

Code for "Representing Closed Transformation Paths in Encoded Network Latent Space"

Spatial-Filtering-for-Sparse-Signals

Code to implement the algorithm described in the paper "Spectral super-resolution of hyperspectral imagery using re-weighted L1 spatial filtering" in IEEE GRSL (2014) by Charles and Rozell. Code by A. Charles.

DIC-Cell-Simulator

Code to implement the simulation framework described in the manuscript "Cell Membrane Tracking in Living Brain Tissue using Differential Interference Contrast Microscopy" by Lee, Kolb, Forest and Rozell. Code by J. Lee.

localized-sparse-coding

Sparse dictionary learning with biologically plausible compression matrices

probabilistic-decomposed-linear-dynamical-systems

Probabilistic Decomposed Linear Dynamical Systems

tklfp

Lightweight package for computing the kernel LFP approximation from Teleńczuk et al., 2020

Tracking-sparse-signals-via-L1-filtering

Code to produce the results in the paper "Discrete and Continuous-time Soft-Thresholding with Dynamic Inputs" by Balavoine, Rozell and Romberg. Code by A. Balavoine.

UOT-regularization

Code for "Unbalanced Optimal Transport Regularization for Imaging Problems" by Lee, Bertrand, and Rozell.

.github

Convergence-speed-of-a-dynamical-system-performing-sparse-coding

Code to produce the results in the paper "Convergence Speed of a Dynamical System for Sparse Recovery" in IEEE Trans. Signal Processing (2013) by Balavoine, Rozell and Romberg. Code by A. Balavoine.

Decomposed-Linear-Dynamical-Systems

This is code for the paper "Decomposed Linear Dynamical Systems (dLDS) for learning the latent components of neural dynamics" (Mudrik, 2022)

Dynamic-filtering-for-sparse-signals

Code to implement the algorithm described in the paper "Dynamic filtering of time-varying sparse signals via L1 minimization"

emd-df

MATLAB implementation of the Earth Mover's Distance Dynamic Filtering (EMD-DF) algorithm from Bertrand et al., 2018

Inhibitory-interneuron-models-via-convex-optimization

Code to produce the results in the paper "Modeling biologically realistic inhibitory interneurons in sensory coding models" in PLoS Computational Biology (2015) by Zhu and Rozell. Code by M. Zhu.

Sparse-Coding-Dictionary-Learning-Library

Code to implement the sparse coding dictionary learning algorithm described in "Emergence of simple-cell receptive field properties by learning a sparse code for natural images" in Nature (1996) by Olshausen and Field.

uot-irst

Implementation of unbalanced optimal transport algorithms for infrared search and track from Bertrand et al., 2020

wslfp

Lightweight package for computing the Weighted Sum of synaptic currents LFP proxy from Mazzoni, Lindén et al., 2015