quantinfo / ng-rc-paper-codeLinks
Code for the paper "Next Generation Reservoir Computing"
☆185Updated 4 years ago
Alternatives and similar repositories for ng-rc-paper-code
Users that are interested in ng-rc-paper-code are comparing it to the libraries listed below
Sorting:
- a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning☆46Updated 2 years ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆96Updated 2 years ago
- A simple and flexible code for Reservoir Computing architectures like Echo State Networks☆581Updated 2 weeks ago
- A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module ava…☆480Updated last year
- Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).☆54Updated 4 years ago
- Python library for Reservoir Computing using Echo State Networks☆140Updated 4 years ago
- A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.☆93Updated last year
- An Echo State Network module for PyTorch.☆232Updated last month
- Instructional implementation of Physics-Aware Training (PAT) with demonstrations on simulated experiments.☆305Updated last year
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆47Updated last year
- Repository for paper "Hands-on reservoir computing" (NCE, 2022)☆31Updated 2 years ago
- Deep Echo State Network (DeepESN) Python library☆124Updated 7 months ago
- ☆19Updated last year
- Code for Reservoir computing (Echo state network)☆60Updated 7 years ago
- Liquid State Machines in Python and NEST☆75Updated 5 years ago
- A flexible and extensible echo state network framework for Matlab☆20Updated 8 years ago
- Implementation of a reservoir computer with functions to optimize the parameters and calculate the Lyapunov exponents☆31Updated 3 years ago
- Embed strange attractors using a regularizer for autoencoders☆133Updated 4 years ago
- Echo State Networks in Python☆314Updated 5 years ago
- PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym☆38Updated last year
- A simulation of the Kuramoto-Sivashinsky Equation in Python and MATLAB☆28Updated 6 years ago
- Spyx: Spiking Neural Networks in JAX☆126Updated last year
- Implement Reservoir Computing models for time series classification, clustering, forecasting, and much more!☆403Updated 8 months ago
- ☆25Updated 4 years ago
- Oger is a toolbox mainly used for Reservoir Computing neural networks, such as Echo State Networks (ESN) and Liquid State Machines (LSM)☆22Updated 3 years ago
- Hundreds of strange attractors☆501Updated last month
- Linear and non-linear spectral forecasting algorithms☆138Updated 4 years ago
- This repository contains code for parallelized prediction of spatiotemporal chaotic data using reservoir computing as described in the pa…☆38Updated 5 years ago
- ☆178Updated 3 years ago
- ☆374Updated 4 years ago