Code for the paper: Putting An End to End-to-End: Gradient-Isolated Learning of Representations
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Mar 28, 2023 - Python
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local-learning
Here are 14 public repositories matching this topic...
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
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Dec 16, 2024 - Python
A lightweight and flexible framework for Hebbian learning in PyTorch.
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Feb 29, 2024 - Python
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
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Apr 2, 2023 - Python
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
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Mar 24, 2023 - Python
Flexible Inference for Predictive Coding Networks in JAX.
deep-learning neural-networks ode-solver jax predictive-coding local-learning inference-learning hybrid-predictive-coding
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Dec 29, 2024 - Python
Deep Spiking Reinforcement Learning
reinforcement-learning deep-reinforcement-learning spiking-neural-networks local-learning surrogate-gradients r-stdp
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Oct 28, 2023 - Python
Github page for SSDFA
hardware-acceleration backpropagation feedback-alignment sparse-neural-networks bio-plausible-algorithms local-learning
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Jan 28, 2020 - Python
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
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Nov 29, 2023 - Python
Programming coverage of the results presented in "Connectivity versus Entropy" by Y.S. Abu-Mostafa, 1988
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Apr 10, 2023 - Jupyter Notebook
A predictive coding neural network to learn invariant representations from short video clips
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Jul 22, 2023 - Python
A PyTorch implementation for the paper Deep Spike Learning with Local Classifiers
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Sep 24, 2022 - Python
A generative neural network with two streams to recognize externally generated optic flow
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May 22, 2024 - Python
Code for NeurIPS 2024 paper "Only Strict Saddles in the Energy Landscape of Predictive Coding Networks?"
deep-neural-networks deep-learning gradient-descent backpropagation predictive-coding local-learning saddle-point loss-landscape vanishing-gradient inference-learning
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Dec 13, 2024 - Jupyter Notebook
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