Hypercube Python Packages

hypercube-lcn

Locally connected deep neural network on a Boolean hypercube: the cube's edges are the wiring, and every weight trains. C++ core + Python SDK.

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-cascade

A cascaded preprocessor architecture built on the hypercube substrate: an etalon-style geometric mixing stage followed by a synthetic-orbit dynamical encoding stage, feeding a hypercube CNN.

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-cnn

A CNN that operates on Boolean hypercubes — XOR-addressed topology, Hamming-distance kernels, end-to-end backprop in pure C++23.

hypercube-etalon

HypercubeCNN with a hypercube preprocessor for static fields (spectra, images). A vertex and its antipode form an etalon; one reflection walk, then a thin readout. Not a reservoir. C++23.

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.

hypercube-hopfield

Modern Hopfield associative memory on a hypercube graph. Sparse local-attention retrieval with exponential capacity. C++23 and Python SDKs.

hypercube-rc

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

scarfs

Find approximate fixed points of bounded vector-valued functions