Reimplementation of Geoffrey Hinton's Forward-Forward Algorithm
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Nov 15, 2023 - Python
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forward-forward
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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
Implementation of Hinton's forward-forward (FF) algorithm in tensorflow - an alternative to back-propagation
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Apr 3, 2023 - Jupyter Notebook
PyTorch implementation of Hinton's FF Algorithm with hard negatives sampling
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Dec 19, 2022 - Python
Experimentations with the Forward-Forward algorithm proposed by Geoffrey Hinton
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Jun 17, 2023 - Jupyter Notebook
Modular Forward-Forward Network with independent processing modules and central coordinator. CIFAR-10: 68.65%.
pytorch neural-networks cifar10 edge-ai local-learning forward-forward modular-network biologically-inspired
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May 13, 2026 - Jupyter Notebook
Forward-Forward Neural Networks Library based on PyTorch
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May 12, 2025 - Python
This repository contains the spreadsheet of the quantitative analysis performed for the paper "Suitability of Forward-Forward and PEPITA Learning to MLCommons-Tiny benchmarks".
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Sep 11, 2023
Forward-Forward Algorithm
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Jul 8, 2023 - Jupyter Notebook
Implementation and testing of forward-forward algorithm based on spiking neural network.
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Dec 11, 2023 - Jupyter Notebook
This repo is a walk through the Forward-Forward Algorithm introduced recently by Geoffrey Hinton..
python machine-learning pytorch neural-networks mnist-dataset forward-forward forward-forward-algorithm
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Jan 11, 2023 - Jupyter Notebook
An implementation of Recurrent Forward-Forward from Hinton's paper, later ported to the spike domain using SnnTorch.
spiking-neural-networks neuromorphic-computing neuromorphic-engineering forward-forward forward-forward-algorithm recurrent-forward-forward neuromorphic-algorithm
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Feb 14, 2025 - Python
Unsupervised feed forward layer learning with a single pass.
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Jan 21, 2023 - Go
A bio-inspired analog compute substrate that learns on-chip — online, local, and forward-only. Weights live as analog charge on capacitors (compute-in-memory); an unsupervised forward-only front (SCFF) does ~80% of the work, a small gradient-descent namer the rest. A chip-design bet, not an ML model.
research bio-inspired neuromorphic-computing continual-learning catastrophic-forgetting self-supervised-learning analog-computing local-learning in-memory-computing forward-forward compute-in-memory on-chip-learning
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Jun 25, 2026 - Python
Backprop-free learning study: spiking (LIF) neurons + Forward-Forward + JEPA + int4 QAT, with a full ablation notebook.
deep-learning pytorch spiking-neural-networks quantization neuromorphic norse self-supervised-learning int4 forward-forward jepa
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May 30, 2026 - Python
Forward-Forward algorithm on MNIST
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Aug 4, 2025 - Python
A zero-dependency, BP-free Forward-Only Neural Network using Dual-Rail Positive ($\mathbb{R}^+$) logic and Hadamard Gating. Where the world is the training set and updates are the Logos.2. 標籤 (Topics)
machine-learning neural-network artificial-intelligence zero-dependency logos gradient-free biologically-plausible forward-forward hadamard-transform
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Mar 25, 2026 - Jupyter Notebook
implementing forward forward algorithm by hinton
python machine-learning ai deep-learning pytorch artificial-intelligence neural-networks backpropagation pytorch-implementation forward-forward
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Jun 17, 2025 - Jupyter Notebook
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