Reservoir Computing Python Packages

hypercube-esn

Echo State Network (ESN) on a Boolean hypercube reservoir: sparse, XOR-defined connectivity and no stored adjacency. A tunable per-neuron delay line scales memory capacity super-multiplicatively. C++23 and Python SDKs.

hypercube-wtf

Frozen hypercube reservoir for static high-dimensional fields (spectra, sensors, images). Short synthetic orbit, HypercubeCNN on the end state only. C++23 + Python.

hypercube-worldmodel

World model on a Boolean hypercube: frozen reservoir encoders and a locally connected predictor that learns how the latent code moves under an action. C++20, no dependencies.

reservoirpy

A simple and flexible code for Reservoir Computing architectures like Echo State Networks

hypercube-rc

Reservoir computer on a Boolean hypercube graph. Sparse XOR-defined connectivity. C++23 and Python SDKs.

pyrcn

A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.

sorn

PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym

rclib

High-performance, scalable Reservoir Computing framework in C++ with Python bindings.

memory-esn

Long-Memory Echo State Networks (fESN, wESN) for time-series forecasting

alphadynamics

Compact sequence-only neural propagator for protein torsion dynamics. 2.39x lower JSD than Microsoft Timewarp at 3000x fewer parameters. pip install alphadynamics.

echoes

Machine Learning with Echo State Networks, a scikit-learn compatible package.

easyesn

Python library for Reservoir Computing using Echo State Networks

tsa-course

Book and material for the course "Time series analysis with Python" (STA-2003)

reservoir-computing

Implement Reservoir Computing models for time series classification, clustering, forecasting, and much more!

rctorch

a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning

esnpy

Out-of-the-box framework for Echo State Networks

snn-reservoir-py

Spiking Neural Network (SNN) – Reservoir Model with spike-based feature extraction

fiberis

Fiberis is a tool designed for fiber optic sensing data analysis, simulation and management.

reservoirpy-fbessou

A simple and flexible code for Reservoir Computing architectures like Echo State Networks

holographic-reservoir

Holographic Reservoir Computing Framework (Simulation + Optional ASIC Hardware)

pixelflow-rc

GPU texture reservoir computing — fragment-shader cellular automata with linear readouts for image classification and PDE solving. Honest benchmarks, CPU/OpenGL/CUDA backends.

qesn-mabe

Quantum-inspired Echo State Network for multi-agent behavior analysis (MABe challenge)

complexnetwork

Criticality analysis on complex networks using Power-law scaling functions, exponential relations, and phase transitions