otcathatsya / bio-plausible-ml Goto Github PK

Contains experiments conducted and experimental code for MSc dissertation "On the Merits of Biologically Plausible Neural Nets".

The related dissertation can be found here.

/basic-cnn-conversion: first experiment for CNN-SNN conversion on MNIST using SNN Toolbox & Keras

/lstm-snn-comparison: time series experiment for SNN conversion, SNN Toolbox & Keras

/bindsnet-snn: SNN on MNIST using a Diehl & Cook network implemented in BindsNET

/pc-backprop: contains a comparison of CNN backpropagation training with pred. coding steps with Torch2PC & PyTorch

/pc-reservoir: contains an (unused) single-module python adaption of (Yonemura & Katori) [1].

/lif-reservoir: RC with LIF reservoir generation on MNIST + showcase

[1] Y. Yonemura and Y. Katori. Network model of predictive coding based on reservoir computing for multi-modal processing of visual and auditory signals. Nonlinear Theory and Its Applications, IEICE, 12(2):143–156, 2021