RobertRosenbaum / Torch2PC
Software for using predictive coding algorithms to train PyTorch models.
☆19Updated last year
Alternatives and similar repositories for Torch2PC:
Users that are interested in Torch2PC are comparing it to the libraries listed below
- ☆14Updated 3 years ago
- Research of a deep predictive coding model for unsupervised representation learning from video and audio data.☆30Updated 5 years ago
- Fully documented Pytorch implementation of the Equilibrium Propagation algorithm.☆32Updated 5 years ago
- Bayesian model reduction for probabilistic machine learning☆10Updated 2 months ago
- Implementation/simulation of active neural generative coding (ANGC) for training neurobiologically-plausible active inference agent model…☆17Updated last year
- A repository collating interesting and/or influential predictive coding papers☆67Updated 3 years ago
- Flexible Inference for Predictive Coding Networks in JAX.☆31Updated last month
- Quantify geometric intelligence in natural and artificial brains.☆50Updated 2 months ago
- ☆9Updated this week
- PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym☆35Updated 5 months ago
- ☆13Updated 2 years ago
- A lightweight and flexible framework for Hebbian learning in PyTorch.☆81Updated 11 months ago
- Code for the paper "Predictive Coding Approximates Backprop along Arbitrary Computation Graphs"☆151Updated 4 years ago
- A Python Implementation of Predictive Coding (Whittington & Bogacz 2017)☆15Updated 4 years ago
- A short conceptual replication of "Prefrontal cortex as a meta-reinforcement learning system" in Jax.☆15Updated last year
- A large database of artificial neural network statistics during training☆15Updated 4 years ago
- Repository for example implementation of spatially-embedded RNNs. See https://www.jachterberg.com/seRNN for more information.☆41Updated 4 months ago
- ☆38Updated last year
- ☆35Updated 2 years ago
- Some methods for comparing network representations in deep learning and neuroscience.☆130Updated 6 months ago
- Official code for the paper "Compositional Generalization from First Principles" (NeurIPS 2023)☆9Updated last year
- Official Implementation of the ICML 2023 paper: "Neural Wave Machines: Learning Spatiotemporally Structured Representations with Locally …☆69Updated last year
- Updates of Equilibrium Prop Match Gradients of Backprop Through Time in an RNN with Static Input (NeurIPS 2019)☆12Updated 10 months ago
- Automatic Hebbian learning in multi-layer convolutional networks with PyTorch, by expressing Hebbian plasticity rules as gradients☆37Updated last year
- Predictive coding in Python☆65Updated 10 months ago
- Official code for On Path Integration of Grid Cells: Group Representation and Isotropic Scaling (NeurIPS 2021)☆50Updated 3 years ago
- NGC Museum: Biomimetic Credit Assignment and Brain-Inspired Computing with NGC-Learn☆12Updated 2 months ago
- ☆47Updated 3 years ago
- The code for performing MTL on object recognition with neural data☆15Updated 3 years ago
- NGC-Learn: Neurobiological Learning and Biomimetic Systems Simulation in Python☆128Updated 2 months ago