RobertRosenbaum

ConductanceBasedBalance

Investigating spiking neural networks with balanced excitation and inhibition, and conductance based synapses.

CorrelatedStatesInBalNets

Code for "Correlated states in balanced neuronal networks" by Baker et al

LearningFixedPointsInRNNs

Code for training fixed points in RNNs and Recurrent Rate Models.

low-rank-RR-experiments

Modified code from the paper "The low-rank hypothesis of complex systems".

MetaLearnUnsupPlast

Metalearning unsupervised plasticity rules for semi-supervised learning through evolutionary algorithms.

ModelingNeuralCircuits

Code to accompany the textbook "Modeling Neural Circuits Made Simple"

PCISP

Simulating spiking and rate network models with ISP to compute predictions errors

PredictiveCodingVsBackProp

Code to accompany the paper "On the relationship between predictive coding, backpropagation, and biological neuronal networks"

SpatialSpikingNeuralNetworks

C and Matlab code for simulatung large, spatially extended spiking neuronal networks

Torch2PC

Software for using predictive coding algorithms to train PyTorch models.

RobertRosenbaum/ModelingNeuralCircuits

Code to accompany the textbook "Modeling Neural Circuits Made Simple"

RobertRosenbaum/Torch2PC

Software for using predictive coding algorithms to train PyTorch models.

RobertRosenbaum/PredictiveCodingVsBackProp

Code to accompany the paper "On the relationship between predictive coding, backpropagation, and biological neuronal networks"

RobertRosenbaum/SpatialSpikingNeuralNetworks

C and Matlab code for simulatung large, spatially extended spiking neuronal networks

RobertRosenbaum/LearningFixedPointsInRNNs

Code for training fixed points in RNNs and Recurrent Rate Models.

RobertRosenbaum/PCISP

Simulating spiking and rate network models with ISP to compute predictions errors

RobertRosenbaum/ConductanceBasedBalance

Investigating spiking neural networks with balanced excitation and inhibition, and conductance based synapses.

RobertRosenbaum/CorrelatedStatesInBalNets

Code for "Correlated states in balanced neuronal networks" by Baker et al

RobertRosenbaum/low-rank-RR-experiments

Modified code from the paper "The low-rank hypothesis of complex systems".

RobertRosenbaum/MetaLearnUnsupPlast

Metalearning unsupervised plasticity rules for semi-supervised learning through evolutionary algorithms.

RobertRosenbaum/MicronsBalancedModel

Modeling like-to-like connectivity in microns data using balanced networks.

RobertRosenbaum/RobertRosenbaum.github.io

RobertRosenbaum/SemiBalanceNets

Spiking network simulations to produce all figures in "Nonlinear stimulus representations in neural circuits with approximate excitatory-inhibitory balance"

RobertRosenbaum/SpatialBalNetNonTransInvar

Matlab and C code for simulating spatially extended spiking neural networks with non-translationally invariant connectivity