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francesco-innocenti committed Nov 22, 2024
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Expand Up @@ -19,12 +19,15 @@ networks with PyTorch-like syntax,

JPC provides a **simple**, **relatively fast** and **flexible** API for
training of a variety of PCNs including discriminative, generative and hybrid
models. Like JAX, JPC is completely functional, and the core library is <1000
lines of code. Unlike existing implementations, JPC leverages ordinary
differential equation (ODE) solvers to integrate the inference dynamics of PC
networks (PCNs), which we find can provide significant speed-ups compared to
standard optimisers, especially for deeper models. JPC also provides some
analytical tools that can be used to study and diagnose issues with PCNs.
models.
* Like JAX, JPC is completely functional, and the core library is <1000 lines
of code.
* Unlike existing implementations, JPC leverages ordinary differential
equation (ODE) solvers to integrate the inference dynamics of PC networks
(PCNs), which we find can provide significant speed-ups compared to standard
optimisers, especially for deeper models.
* JPC also provides some analytical tools that can be used to study and
diagnose issues with PCNs.

## Overview
* [Installation](#installation)
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