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biological-neural-networks

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ngc-learn

NACLab / ngc-learn

Star 122

NGC-Learn: Neurobiological Learning and Biomimetic Systems Simulation in Python

python machine-learning neuroscience computational-neuroscience neural-networks cognitive-science spiking-neural-networks free-energy learning-algorithms hebbian-learning credit-assignment jax spiking-networks predictive-coding biological-neural-networks local-learning brain-inspired-computing credit-assignment-problem spike-timing-dependent-plasticity predictive-processing
  • Updated Oct 25, 2024
  • Python

ago109 / predictive-forward-forward

Star 54

Implementation/simulation of the predictive forward-forward credit assignment algorithm for training neurobiologically-plausible recurrent neural network models.

machine-learning tensorflow neuroscience recurrent-networks neural-networks cognitive-science learning-algorithms credit-assignment predictive-coding biological-neural-networks local-learning brain-inspired-computing forward-forward forward-learning forward-pass-learning predictive-forward-forward
  • Updated Apr 2, 2023
  • Python

amassivek / signalpropagation

Star 45

Forward Pass Learning and Inference Library, for neural networks and general intelligence, Signal Propagation (sigprop)

machine-learning deep-learning neural-network pytorch artificial-intelligence neural-networks spiking-neural-networks learning-algorithms signal-propagation spiking-networks biological-neural-networks local-learning forward-forward forward-pass forward-learning forward-pass-learning sigprop
  • Updated Mar 24, 2023
  • Python

AnkurMali / ContinualPTNCN

Star 10

We introduce Local recurrent Predictive coding model termed as Parallel temporal Neural Coding Network. Unlike classical RNNs, our model is pure local and doesn't require computing gradients backward in time; thus computationally more efficient compared to BPTT and can be used for online learning

machine-learning numpy neuroscience recurrent-neural-networks cognitive-science language-model predictive-coding biological-neural-networks tensorflow2 local-learning brain-inspired-computing
  • Updated Nov 29, 2023
  • Python

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